{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import quandl\n",
    "from cvxopt import solvers\n",
    "from cvxopt import matrix\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.optimize import minimize\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class stock(object):\n",
    "    def __init__(self,ticker):\n",
    "        self.ticker = ticker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tickers = ['KO','JNJ','PFE','NKE','PG','WMT','MMM','IBM']\n",
    "stocks = []\n",
    "leng = len(tickers)\n",
    "for i in tickers:\n",
    "    vars()[i] = stock(i)\n",
    "    stocks.append(vars()[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.027400000000000001"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf = quandl.get('USTREASURY/LONGTERMRATES')\n",
    "rf = (rf.ix[-1][0]/100)\n",
    "rf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for i in stocks:\n",
    "    table = quandl.get('WIKI/%s'%i.ticker)\n",
    "    i.rate = np.log(table['Adj. Close']).diff()['2008':]\n",
    "    i.mean = np.mean(i.rate)*252\n",
    "    i.std = np.std(i.rate)*np.sqrt(252)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         mean       std\n",
      "KO   0.072506  0.188207\n",
      "JNJ  0.102055  0.165611\n",
      "PFE  0.080836  0.227700\n",
      "NKE  0.149412  0.286772\n",
      "PG   0.052920  0.177927\n",
      "WMT  0.078416  0.194245\n",
      "MMM  0.116281  0.221956\n",
      "IBM  0.053190  0.222997\n"
     ]
    }
   ],
   "source": [
    "stock_list = [x.ticker for x in stocks]\n",
    "rate_list = [x.rate for x in stocks]\n",
    "mean_list = [x.mean for x in stocks]\n",
    "std_list = [x.std for x in stocks]\n",
    "cov_matrix = np.cov(rate_list)\n",
    "df = pd.DataFrame({'mean':mean_list,'std':std_list},index = stock_list)\n",
    "print df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [],
   "source": [
    "def min_var_generator(rate):\n",
    "    def target(x, sigma, mean,r):\n",
    "        sr_inv = (np.sqrt(np.dot(np.dot(x.T,sigma),x))*np.sqrt(252))/(x.dot(mean_list)-r)\n",
    "        return sr_inv\n",
    "\n",
    "    x = np.ones(leng)/leng\n",
    "    mean = mean_list\n",
    "    sigma = cov_matrix\n",
    "    r = rf\n",
    "    c = ({'type':'eq','fun':lambda x: sum(x) - 1},\n",
    "        {'type':'eq','fun': lambda x: np.dot(x.T,mean) - rate})\n",
    "    bounds = [(-1,1) for i in range(leng)]\n",
    "    res = minimize(target, x, args = (sigma,mean,r),method = 'SLSQP',constraints = c,bounds = bounds)\n",
    "#     return res['x']\n",
    "    return (res['x'],(np.sqrt(np.dot(np.dot(res['x'].T,sigma),res['x']))*np.sqrt(252)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0.20992676,  0.27623188, -0.00295919, -0.10248824,  0.31125431,\n",
       "         0.23690646, -0.10606759,  0.1771956 ]), 0.1455789711354554)"
      ]
     },
     "execution_count": 203,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min_var_generator(0.06)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "simu_rate = [x for x in np.arange(rf,max(mean_list)*1.2,0.0001)]\n",
    "simu_var = []\n",
    "for i in simu_rate:\n",
    "    try:\n",
    "        res = min_var_generator(i)\n",
    "        simu_var.append(res[1])\n",
    "    except:\n",
    "        print i"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "rate      0.179200\n",
       "std       0.240626\n",
       "sharpe    0.630854\n",
       "Name: 1518, dtype: float64"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "port_df = pd.DataFrame({'rate':simu_rate,'std':simu_var})\n",
    "port_df.head()\n",
    "port_df['sharpe'] = (port_df['rate'] - rf)/port_df['std']\n",
    "opt = port_df.ix[port_df['sharpe'].idxmax()]\n",
    "opt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Simulation#\n",
    "monte_rate, monte_std = [],[]\n",
    "for i in range(100000):\n",
    "    w = np.random.dirichlet(np.ones(leng),size=1)\n",
    "    monte_rate.append(np.dot(w,mean_list))\n",
    "    monte_std.append(np.sqrt(np.dot(np.dot(w,cov_matrix),w.reshape(8,1)))*np.sqrt(252))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [],
   "source": [
    "simu_df = pd.DataFrame({'x':monte_std,'y':monte_rate})\n",
    "simu_df['sharpe'] = (simu_df['y'] - rf)/simu_df['x']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKAAAAJQCAYAAAC5GxyfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nERERERGRZKUClIiIiIiIiIiIJKv/A907XhlB7lZHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x118f8a990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (20,10))\n",
    "plt.scatter(simu_var,simu_rate,s=0.1,c = (pd.Series(simu_rate)-rf)/pd.Series(simu_var))\n",
    "plt.scatter(simu_df.x,simu_df.y,s = 1,c =simu_df.sharpe)\n",
    "plt.scatter(0,rf,color = 'r',s = 30)\n",
    "plt.scatter(opt['std'],opt.rate,color = 'red',s = 100,marker = '*')\n",
    "plt.annotate('risk-free',(0,rf),size = 15)\n",
    "plt.annotate('Market Portfolio',(opt['std'],opt['rate']),size = 15,color = 'red')\n",
    "for i in stocks:\n",
    "    plt.scatter(df.ix[i.ticker][1],df.ix[i.ticker][0],s = 25,c = (df.ix[i.ticker][0]-rf)/df.ix[i.ticker][1])\n",
    "    plt.annotate(i.ticker,(df.ix[i.ticker][1],df.ix[i.ticker][0]), size = 15)\n",
    "plt.plot([0,max(std_list)],[rf,max(std_list)*opt['sharpe']+rf],color = 'black')\n",
    "plt.xlim(0)\n",
    "plt.xlabel('Standard Deviation')\n",
    "plt.ylabel('Expected Return')\n",
    "plt.axhline(rf,ls = '--')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "###three stocks version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [],
   "source": [
    "def efficient_frontier(tickers):\n",
    "    stocks = []\n",
    "    leng = len(tickers)\n",
    "    for i in tickers:\n",
    "        vars()[i] = stock(i)\n",
    "        stocks.append(vars()[i])\n",
    "    \n",
    "    rf = quandl.get('USTREASURY/LONGTERMRATES')\n",
    "    rf = (rf.ix[-1][0]/100)\n",
    "    for i in stocks:\n",
    "        table = quandl.get('WIKI/%s'%i.ticker)\n",
    "        i.rate = np.log(table['Adj. Close']).diff()['2008':]\n",
    "        i.mean = np.mean(i.rate)*252\n",
    "        i.std = np.std(i.rate)*np.sqrt(252)\n",
    "        \n",
    "    stock_list = [x.ticker for x in stocks]\n",
    "    rate_list = [x.rate for x in stocks]\n",
    "    mean_list = [x.mean for x in stocks]\n",
    "    std_list = [x.std for x in stocks]\n",
    "    cov_matrix = np.cov(rate_list)\n",
    "    df = pd.DataFrame({'mean':mean_list,'std':std_list},index = stock_list)\n",
    "    print df\n",
    "    \n",
    "    def min_var_generator(rate):\n",
    "        def target(x, sigma, mean,r):\n",
    "            sr_inv = (np.sqrt(np.dot(np.dot(x.T,sigma),x))*np.sqrt(252))/(x.dot(mean_list)-r)\n",
    "            return sr_inv\n",
    "\n",
    "        x = np.ones(leng)/leng\n",
    "        mean = mean_list\n",
    "        sigma = cov_matrix\n",
    "        r = rf\n",
    "        c = ({'type':'eq','fun':lambda x: sum(x) - 1},\n",
    "            {'type':'eq','fun': lambda x: np.dot(x.T,mean) - rate})\n",
    "        bounds = [(-1,1) for i in range(leng)]\n",
    "        res = minimize(target, x, args = (sigma,mean,r),method = 'SLSQP',constraints = c,bounds = bounds)\n",
    "        return (res['x'],(np.sqrt(np.dot(np.dot(res['x'].T,sigma),res['x']))*np.sqrt(252)))\n",
    "    \n",
    "    simu_rate = [x for x in np.arange(rf,max(mean_list)*1.2,0.0001)]\n",
    "    simu_var = []\n",
    "    for i in simu_rate:\n",
    "        try:\n",
    "            res = min_var_generator(i)\n",
    "            simu_var.append(res[1])\n",
    "        except:\n",
    "            print i\n",
    "    \n",
    "    port_df = pd.DataFrame({'rate':simu_rate,'std':simu_var})\n",
    "    port_df.head()\n",
    "    port_df['sharpe'] = (port_df['rate'] - rf)/port_df['std']\n",
    "    opt = port_df.ix[port_df['sharpe'].idxmax()]\n",
    "    return port_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         mean       std\n",
      "PG   0.052920  0.177927\n",
      "IBM  0.053190  0.222997\n",
      "KO   0.072506  0.188207\n"
     ]
    }
   ],
   "source": [
    "new = efficient_frontier(['PG','IBM','KO'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKAAAAJQCAYAAAC5GxyfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XmczfXix/H355zZV2NXSEmRSEVpTylEFBVKEoVIyTJT\nt+4v1S2dMxuDsWbLFtFCG+2LFkQloshWspsx+5xzvr8/vkSRLHPmzPJ6Ph7nMXO+5/v9fN/Hvde9\nve/n8/kay7IEAAAAAAAA+Isj0AEAAAAAAABQtlFAAQAAAAAAwK8ooAAAAAAAAOBXFFAAAAAAAADw\nKwooAAAAAAAA+BUFFAAAAAAAAPyKAgoAAAAAAAB+RQEFAAAAAAAAv6KAAgAAAAAAgF8FBTpAcahc\nubJVp06dQMcAAAAAAAAoM1asWLHbsqwqJ3JuuSig6tSpo+XLlwc6BgAAAAAAQJlhjNl8oueyBA8A\nAAAAAAB+RQEFAAAAAAAAv6KAAgAAAAAAgF9RQAEAAAAAAMCvKKAAAAAAAADgVxRQAAAAAAAA8CsK\nKAAAAAAAAPgVBRQAAAAAAAD8igIKAAAAAAAAfkUBBQAAAAAAAL+igAIAAAAAAIBfUUABAAAAAADA\nryigAAAAAAAA4FcUUAAAAAAAAPArCigAAAAAAAD4FQUUAAAAAAAA/IoCCgAAAAAAAH5FAQUAAAAA\nAAC/ooACAAAAAACAX1FAAQAAAAAAwK8ooAAAAAAAAOBXFFAAAAAAAAB+4PV6Ax2hxKCAAgAAAAAA\nKEIrVqxQ586d1alTp0BHKTEooAAAAAAAAE6TZVlasmSJWrZsqaZNm+rdd99VgwYN5PP5Ah2tRAgK\ndAAAAAAAAIDSyuPxaP78+XK5XFq5cqVq1Kghl8ulPn36KDY2NtDxSgwKKAAAAAAAgJOUm5urKVOm\nKDk5WRs3btT555+vSZMmqVu3bgoNDQ10vBKHAgoAAAAAAOAE7d27V+np6UpLS9OuXbt0+eWXKykp\nSR06dJDDwU5H/4QCCgAAAAAA4F9s3bpVKSkpmjhxorKzs3XLLbcoISFB11xzjYwxgY5X4lFAAQAA\nAAAA/IMff/xRbrdbs2bNkmVZ6tq1q+Lj49WoUaNARytVKKAAAAAAAACOYFmWPv/8c7ndbi1atEgR\nERHq37+/HnvsMZ111lmBjlcqUUABAAAAAABI8vl8WrhwoVwul7788ktVrlxZzzzzjPr3769KlSoF\nOl6pRgEFAAAAAADKtfz8fM2cOVOJiYn66aefVKdOHY0ePVr333+/IiIiAh2vTKCAAgAAAAAA5VJm\nZqYmTJig1NRU/f7772rSpIlmz56tO+64Q0FBVCZFiT9NAAAAAABQrvzxxx8aOXKkxo4dq4yMDN1w\nww2aMmWKbrrpJp5o5ycUUAAAAAAAoFz4+eeflZSUpGnTpqmgoECdOnVSfHy8mjVrFuhoZR4FFAAA\nAAAAKNOWLVsml8ulBQsWKCQkRD169NCQIUN07rnnBjpauUEBBQAAAAAAyhzLsrR48WK5XC599NFH\nqlChgp544gkNGDBA1atXD3S8cocCCgAAAAAAlBkej0dz586V2+3Wd999pzPPPFNJSUnq3bu3oqOj\nAx2v3KKAAgAAAAAApV5OTo4mT56s5ORkbdq0SfXr19fkyZN1zz33KCQkJNDxyj0KKAAAAAAAUGrt\n2bNHo0eP1qhRo7Rnzx5deeWVGjlypNq1ayeHwxHoeDiIAgoAAAAAAJQ6mzdvVkpKiiZNmqScnBzd\neuutio+P19VXXx3oaDgGCigAAAAAAFBqfP/993K73ZozZ46MMbrnnns0dOhQNWzYMNDRcBx+nYtm\njGltjFlnjPnFGPP4MT4fZIxZY4z53hjzgTHmrCM+u88Y8/PB131HHL/UGPPDwTHTjDHGn98BAAAA\nAAAElmVZ+uSTT3TLLbfooosu0htvvKFHH31UGzdu1NSpUymfSgG/FVDGGKekMZLaSLpAUldjzAV/\nO22lpKaWZTWW9Kok98FrK0p6WtLlki6T9LQxJu7gNWMlPSip3sFXa399BwAAAAAAEDg+n08LFixQ\n8+bNdf3112v58uX63//+py1btig5OVm1atUKdEScIH/OgLpM0i+WZW20LKtA0hxJHY48wbKsjyzL\nyjn49itJNQ/+3krSEsuy9lqWtU/SEkmtjTE1JMVYlvWVZVmWpOmSbvPjdwAAAAAAAMUsPz9fkyZN\nUoMGDdSpUyft3r1b6enp2rx5s5588knFxcX9+yAoUfy5B9SZkrYe8X6b7BlN/6SXpHeOc+2ZB1/b\njnEcAAAAAACUchkZGRo3bpxGjBihP/74Q5dccoleeeUVderUSU6nM9DxcBpKxCbkxphukppKuq4I\nx+wtqbck1a5du6iGBQAAAAAARWz79u0aMWKExo0bp8zMTN100016+eWXdeONN4qtn8sGfy7B+03S\nkYsxax489hfGmJaSnpTU3rKs/H+59jcdXqb3j2NKkmVZEyzLampZVtMqVaqc8pcAAAAAAAD+sW7d\nOj3wwAOqU6eOkpKS1KZNG61YsUKLFy9Wy5YtKZ/KEH8WUMsk1TPGnG2MCZHURdKbR55gjLlY0njZ\n5dPOIz56T9LNxpi4g5uP3yzpPcuytkvKNMY0P/j0u+6S3vDjdwAAAAAAAEXs66+/VseOHdWgQQPN\nnDlTvXr10vr16zVnzhxdcsklgY4HP/DbEjzLsjzGmIdll0lOSZMty/rRGPOspOWWZb0pKVFSlKR5\nB1vNLZZltbcsa68x5jnZJZYkPWtZ1t6Dv/eTNFVSuOw9o94RAAAAAAAo0SzL0jvvvCO3261PPvlE\ncXFxevLJJzVgwABVrVo10PHgZ8Z+mFzZ1rRpU2v58uWBjgEAAAAAQLlTWFioV155RW63Wz/88INq\n1qypQYMG6cEHH1RUVFSg4+E0GGNWWJbV9ETOLRGbkAMAAAAAgLIlOztbkyZNUkpKirZs2aKGDRtq\n2rRp6tq1q4KDgwMdD8WMAgoAAAAAABSZXbt2afTo0Ro9erT27t2ra665Runp6WrTpo0cDn9uRY2S\njAIKAAAAAACctl9//VXJycmaPHmycnNz1aFDByUkJOiKK64IdDSUABRQAAAAAADglK1atUput1tz\n586Vw+FQt27dNHToUDVo0CDQ0VCCUEABAAAAAICTYlmWPvroI7lcLi1evFjR0dF67LHHNHDgQJ15\n5pmBjocSiAIKAAAAAACcEK/Xq9dee00ul0vLly9XtWrVNHz4cPXt21cVKlQIdDyUYBRQAAAAAADg\nuPLy8jRt2jQlJSXpl19+0bnnnqvx48ere/fuCgsLC3Q8lAIUUAAAAAAA4Jj279+vsWPHauTIkdqx\nY4eaNm2qefPm6fbbb5fT6Qx0PJQiFFAAAAAAAOAvfvvtN6Wmpmr8+PHKyspSq1atlJCQoOuvv17G\nmEDHQylEAQUAAAAAACRJa9euVWJiombMmCGfz6fOnTtr6NChatKkSaCjoZSjgAIAAAAAoJxbunSp\nXC6X3nzzTYWHh6tPnz4aNGiQzj777EBHQxlBAQUAAAAAQDnk8/n09ttvy+Vy6fPPP1fFihX19NNP\nq3///qpSpUqg46GMoYACAAAAAKAcKSgo0OzZs5WYmKgff/xRtWvX1siRI9WrVy9FRkYGOh7KKAoo\nAAAAAADKgaysLE2cOFEpKSnatm2bGjVqpJdfflmdO3dWcHBwoOOhjKOAAgAAAACgDNu5c6fS0tKU\nnp6uffv26brrrtOECRPUunVrnmiHYkMBBQAAAABAGbRhwwYlJydrypQpys/P1+233674+Hhdfvnl\ngY6GcogCCgAAAACAMuTbb7+Vy+XSq6++qqCgIHXv3l1DhgzR+eefH+hoKMcooAAAAAAAKOUsy9IH\nH3wgl8ul999/XzExMRoyZIgGDhyoGjVqBDoeQAEFAAAAAEBp5fF4NH/+fLndbn377beqUaOGXC6X\n+vTpo9jY2EDHA/5EAQUAAAAAQCmTm5urqVOnKikpSRs3btR5552niRMn6t5771VoaGig4wFHoYAC\nAAAAAKCU2Lt3r9LT05WWlqZdu3bp8ssvV1JSkjp06CCHwxHoeMA/ooACAAAAAKCE27p1q1JTUzVh\nwgRlZ2erTZs2SkhI0LXXXitjTKDjAf+KAgoAAAAAgBLqxx9/lNvt1qxZs2RZlrp27aqhQ4eqcePG\ngY4GnBQKKAAAAAAASpjPP/9cLpdLixYtUkREhPr166dBgwbprLPOCnQ04JRQQAEAAAAAUAL4fD4t\nXLhQbrdbS5cuVeXKlfXMM8+of//+qlSpUqDjAaeFAgoAAAAAgAAqKCjQzJkzlZiYqLVr16pOnToa\nPXq07r//fkVERAQ6HlAkKKAAAAAAAAiAzMxMTZgwQampqfr999910UUXadasWbrzzjsVFMQ/rqNs\n4d/RAAAAAAAUox07dmjkyJFKT09XRkaGWrRoocmTJ+vmm2/miXYosyigAAAAAAAoBj///LOSkpI0\nbdo0FRQUqFOnToqPj1ezZs0CHQ3wOwooAAAAAAD8aPny5XK5XJo/f75CQkLUo0cPDR48WPXq1Qt0\nNKDYUEABAAAAAFDELMvS4sWL5XK59NFHHyk2NlaPP/64HnnkEVWvXj3Q8YBiRwEFAAAAAEAR8Xg8\nmjdvntxut1atWqUzzjhDiYmJ6t27t2JiYgIdDwgYCigAAAAAAE5TTk6OJk+erOTkZG3atEn169fX\n5MmTdffddys0NDTQ8YCAo4ACAAAAAOAU7dmzR2PGjNGoUaO0e/duXXHFFRoxYoRuvfVWORyOQMcD\nSgwKKAAAAAAATtLmzZuVkpKiSZMmKScnR+3atVNCQoKuvvrqQEcDSiQKKAAAAAAATtAPP/wgt9ut\n2bNnyxije+65R0OGDNGFF14Y6GhAiUYBBQAAAADAcViWpU8//VQul0vvvPOOIiMj9cgjj+ixxx5T\nrVq1Ah0PKBUooAAAAAAAOAafz6c33nhDLpdLX3/9tapUqaLnnntO/fr1U8WKFQMdDyhVKKAAAAAA\nADhCfn6+Xn75ZSUmJmr9+vU655xzlJ6erh49eig8PDzQ8YBSiQIKAAAAAABJGRkZGj9+vEaMGKHt\n27fr4osv1pw5c9SpUycFBfGPz8Dp4JmQAAAAAIDSZ9gwyRipXr1jf16vnv35sGH/OtT27duVkJCg\n2rVrKyEhQQ0bNtSSJUu0YsUKde7c2S6fNm2yx1u06PRy79xpZ9q06d/PnTrVvuehV9WqUqtW0rff\nnl6GQwoK7CyrVh392dq10jXXSJGR9r1PJK9kj1e58uH3H39sX7969ennRalGAQUAAAAAKJ3CwqRf\nf5WWL//r8WXL7MIkLOy4l69bt04PPvig6tSpo6SkJLVu3VrLly/XkiVL1LJlSxljij7zzp3SM8+c\neKEjSR9+KH35pTR+vLRrl9SihfT776efpaDAznKsAmroUGn/funNN+1716hxave45BL7+rp1Ty8r\nSj3mEAIAAAAASqfISLvgmDNHatr08PE5c6QbbpBWrDjmZV9//bVcLpdef/11hYaGqlevXho8eLDq\n/lNJkpfnh/AnoVkzKSrK/r1pU+mss6SZM+2S6FTl5h7/859+ktq3l2688dTvIUkxMVLz5qc3BsoE\nZkABAAAAAEqvLl2kuXMly7LfW5b9vkuXv5xmWZa+TEnRF5Urq3bz5nr5tdf0W5Uq+iM5Wenp6YfL\np0PL3r75Rrr+eik8XEpMPPa9P/pIio6W/vOfw8e2bLHvXbGiFBFhL5lbt87+bNMmqVEj+/cWLQ4v\nrTsZtWpJVar8dQbVhx9Kl19uz/iqVk3q10/Kyjr8+aFlcO+9Z5dKUVHSww/b2SXp/vsPZzm01HDD\nBik11f79+usPjzV6tL28MTRUOvdc+5zjOdYSvJwc6ZFHpOrV7czNmkmLF5/cnwNKHQooAAAAAEDp\n1bGjtGOH9Pnn9vvPPrOXqXXsKEnyer2aMWOGLrroIo0cPFifFBbqqwcekFm4UDUeflixAwdKs2cf\nPW7XrtKtt0pvvy21a3f05++9J7VtK8XHSy+8YB/bu1e6+mq7cBo3zi7CsrOlli3tGUc1atgzlyRp\nzBh7adqXX57c9z1wwL5P9er2+x9/lFq3tvddmj/fXlI3a5Z0xx1HX9url3TRRfayul697OJKkp56\n6nCWGjXsn9WrS3ffbf+enm6fN3GiNGCAXWItXCjdeac0eLD04osn9x0efFCaMkV68knptdfsUq1t\n28P/GqJMYgkeAAAAAKD0qlDBLmDmzLE3zZ4zR2rdWtlBQXLk5WlcWpoGZWaqYcOGumXaNHXp0kUh\nISH2TKnWraVt2+xipWvXv477yCPSo48efn/kjKM335Tuukv63/+kIUMOH09NtQunVavsGVCSdNVV\nUp060uTJUv/+UuPG9vELLjjxpWler+TxSNu32/ezLLsck6TnnrOX5L35puR02scqVpQ6d7bLoyuu\nODzOnXfa5x9yaJZU3bp/zdK8uT3DqUaNw8d9PnuD8R49pORk+9jNN0sZGdLw4dLAgf+655Yke3Pz\n2bPtAuq+++xjrVrZfy7PPWcXeyiTmAEFAAAAACg9MjKkhg3/ui9Tly7Sq69K+fnyzZuneU6nateu\nrezsbMXGxmrhwoX6/vvv1f3WWxUyZIhd2AQH268JE6T164++T9u2x77//Pl2kZOc/NfySZLef1+6\n6SZ73yOPx35FR0uXXnr0Rukno0IFO2vt2vaspcmTpSZN7M+++Ua6/fbD5ZMkdeokBQUdPaPon77T\nidi2zd74/M47/3q8c2cpM1P64YcTG2fZMrtAO3Ich8N+zwyoMo0CCgAAAABQeixaJK1ZI/388+Fj\n7dvLd+CAPmjeXLm7d6vHggW6+uqrFRsbq549e6pdu3ZyOBz27J1XXrE371682C5DevY89ibj1aod\n+/5vvmnPMLr99qM/273bHv9QuXXo9dFH0tatp/6dP/3ULrA2bbKXG3bvfviz7duPzup0SpUq2Uv1\nTuQ7nYjt2489xqH3f7/X8caJirL3x/r7ODk5Un7+qWdEicYSPAAAAABA6TFtmv1z1SpJ0nfffSe3\n260OeXnqtGqVlp99tpa/9ZYaNGhg74t0SF6eXV6NGSP17Xv4uM937Pv80+bgo0ZJKSn28rNPPrGL\nnkMqVrT3R/rvf4++7tCG36fi4osPPwXv72rUkHbu/Osxr1fas+fwMsBDTnbD87/fRzr6Xjt22D//\nfq/jjZOVZZdNR5ZQO3bY70NDTz0jSjQKKAAAAABAybVggf0ktUM+/VSWpE2bNqmipCZNmigqOFhX\nX3GFCqKidPkTT0gNGhw9Tn6+XTYdWXAcOGDPaDqZYiYmxt6n6Lrr7L2LPvzQPiZJN95obzzesKH9\n9LxjCQmxfx5r1tWpuPxyeyPvF144vAxvwQJ7+d/VVx//2pPJUrOmdMYZ0rx5Ups2h4/PnWt//0NP\n9/s3zZrZf96vvnp4Jpdl2e//LS9KNQooAAAAAEDJVVgojR0reTzySnpNklvSLT6fBkh6QdJDPp8q\nPPqovTH4P4mNtcuPZ5+1CxOHw356W2ysvYfRyahUSVqyxN70vF076d137dk7gwZJM2ZIN9xgPy3u\nzDPtmT2ffGKXK1272vs4hYfbM7liY+0lek2bnvIfj556yp4hddtt0kMP2Xs1JSTY5diRG5AfS0iI\ndPbZdol04YX2JuKNGx8upo7kcNibkPfpY3//m26yv9fYsXb5dSIbkEt2Odi1q/Tww3YBWLeuvQn8\nTz/ZY6HMYg8oAAAAAEDJ1bmz8r75RuMrxaqBke6UtE9SO0kVJT1xzjmq8P33xy+fDpk1SzrnHHvm\nzaOP2pt1H7mf0smoUUP64AN7X6aOHaWCAnvJ31dfSfXrS489Zi/Ti4+3N04/9PS7sDC7cFmxwp5F\n1azZqd3/kIYNpXfesZfGdexoF1Jdu9ozik7EuHH23lUtW9pZfv/9n8998EFp5Eh7xlW7dvbT7JKT\npccfP7nMEyfaT8B79lmpQwdp82Z7eSQzoMo0Y1lWoDP4XdOmTa3lp/PEAQAAAABAsdu3b5/Gjh6q\ntFGztGNXrppKSpB0uySnZC8527PHnkkEoNgZY1ZYlnVCU/iYAQUAAAAAKFG2bdumIQNv01m1q+nJ\n/3tJFzWqoiXDHtI3UVG6IyhITqdTCgqyl7199lmg4wI4ARRQAAAAAIASYc2aNbq/+40655yzlDrq\nDbVtdY5WfDNP732wWS1X75LJzrb3O1q61P6ZlSVNnx7o2ABOAAUUAAAAACCgli79TB1uvVQNGzbU\nK69+rN49mmj92g80+9WfdEmzO+yTfv5Z+r//k778UrrsMvvn//2ffRxAicceUAAAAACAYufz+bRo\n0ZtKfDFen3/5syrGBav/g5ep/8B0VavRONDxAJyAk9kDKsjfYQAAAAAAOKSwsFCzZr2sRNd/9ePa\n31W7ZphSh7dSz74jFVPh/EDHA+AnFFAAAAAAAL/LysrShAnpGpH6orZu26dGDaI1bfyd6tw9TaFh\n1QMdD4Cf+XUPKGNMa2PMOmPML8aYx4/x+bXGmG+NMR5jzB1HHG9hjFl1xCvPGHPbwc+mGmN+PeKz\nJv78DgAAAACAU7dz50499VSCateqqsGDE3RObYcWzrtPK7/fpO6951I+AeWE32ZAGWOcksZIuknS\nNknLjDFvWpa15ojTtkjqIWnIkddalvWRpCYHx6ko6RdJi484ZahlWa/6KzsAAAAA4PRs3LhRiYnD\nNXXqVOXne9ShTXXFD3pAl1//nBzO2EDHA1DM/LkE7zJJv1iWtVGSjDFzJHWQ9GcBZVnWpoOf+Y4z\nzh2S3rEsK8d/UQEAAAAARWHlypV68cXn9OqrrysoyKjbnbU0ZNDdqt/kSRlHZKDjAQgQfy7BO1PS\n1iPebzt47GR1kTT7b8eeN8Z8b4xJNcaEHusiY0xvY8xyY8zyXbt2ncJtAQAAAAAnwrIsvf/++7rp\npha65JJL9O47CzW437na8N2zmjh9jRpc8gLlE1DO+XUPqNNljKkhqZGk9444/ISk+pKaSaooKeFY\n11qWNcGyrKaWZTWtUqWK37MCAAAAQHnj9Xo1d+5cNWt2iW666Sat/v5LDX+qoTatcenFkd+rZv0n\n5XBEBDomgBLAn0vwfpNU64j3NQ8eOxl3SXrNsqzCQwcsy9p+8Nd8Y8wU/W3/KAAAAACAf+Xm5mrq\n1KlKSnJp48bNOq9uhManXKJ7u/dUWMUHZUxIoCMCKGH8WUAtk1TPGHO27OKpi6S7T3KMrrJnPP3J\nGFPDsqztxhgj6TZJq4siLAAAAADg+Pbt26f09HSlpY3Qzp27dfklFeSe0lztb+slZ8x9cjiCAx0R\nQAnltwLKsiyPMeZh2cvnnJImW5b1ozHmWUnLLct60xjTTNJrkuIk3WqMecayrIaSZIypI3sG1Sd/\nG3qmMaaKJCNplaS+/voOAAAAAABp69atSk1N1YQJ45WdnaPWN1ZW/IDrde0N98oRda+MoXgCcHzG\nsqxAZ/C7pk2bWsuXLw90DAAAAAAoVdasWSO3262ZM2fKsrzqfFt1DR1woRo37SYTcbeM8eeiGgAl\nnTFmhWVZTU/kXP62AAAAAAD8xeeffy63262FCxcqIiJYD91/ph7r01Bnnd9Viugqh8MZ6IgAShkK\nKAAAAACAfD6fFi1aJJfLpaVLl6pSxXANi6+rfj0bqdKZHWUiuzLjCcAp428PAAAAACjHCgoKNHPm\nTCUmJmrt2rWqUztWac+fr/u7XaCISnfIRHSWMcx4AnB6KKAAAAAAoBw6cOCAJkyYoNTUVP3222+6\n6MKqejn9It3V4VwFxXaSwjvL4XAEOiaAMoICCgAAAADKkR07digtLU3p6enav3+/WlxzliYmX6qb\nW5wjE9FOJpLNxQEUPf5WAQAAAIBy4JdfflFSUpKmTp2qgoICdWxfX0P7nqdmTc+Swm+ViWCPJwD+\nw98uAAAAAFCGLV++XC6XS/Pnz1dISIi6d7lAg/tGqV7dalJYeynybp5qB8DvKKAAAAAAoIyxLEtL\nliyRy+XShx9+qNjYGCU8dqUG3B+q6tUqSuFtZSK7MeMJQLHhbxsAAAAAKCM8Ho/mzZsnt9utVatW\n6Ywzqsv17E168G6vYmMqSGG3yER1lzHBgY4KoJyhgAIAAACAUi4nJ0dTpkxRcnKyfv31V9WvX08T\nRrXX3e1zFRoRIRPWVibyfmY8AQgY/vYBAAAAgFJqz549GjNmjEaNGqXdu3friuaXKel/V6rdjXvk\nkKSI2+SIfEAOR0igowIo5yigAAAAAKCU2bJli1JSUjRx4kTl5OSoXds2GvxwHV11ya8yypQJv0WO\nqAdlTFigowKAJAooAAAAACg1fvjhB7ndbs2ePVvGGHXt2lmDHjpDF567RtIWKfQmOaP7UTwBKHEo\noAAAAACgBLMsS5999plcLpfefvttRUZG6uGHH9IjvSurduUVktkrhVwrR3R/ORzRgY4LAMdEAQUA\nAAAAJZDP59Mbb7wht9utr776SlWqVNGzzw5T3/tiFBfxseRdL4VeI0fUADmcsYGOCwDHRQEFAAAA\nACVIfn6+ZsyYocTERK1bt05nn322Ro9O032dQxSm9yRflhR8jRxxD8vhjAt0XAA4IRRQAAAAAFAC\nZGRkaPz48RoxYoS2b9+uiy++WLNnz9LtbbxyFr4hWRlScFM5ogfK4awa6LgAcFIooAAAAAAggLZv\n366RI0dq7NixyszMVMuWLTVt2jS1uDJHypktFeyRghrJEZ0oR1CdQMcFgFNCAQUAAAAAAbB+/Xol\nJiZq+vTp8ng8uuOOOxQfH68mDffKypoqZf0mBTeWI/o5OYLrBTouAJwWCigAAAAAKEbffPONXC6X\nXnvtNYWEhKhnz54aPHiwzq75u6ycNFn7N0shF8jE/EfOkIaBjgsARYICCgAAAAD8zLIsvfvuu3K7\n3fr4449VoUIF/ec//9GAAQNUJW6bfAdelJWxUQqqKxOXLGfopYGODABFigIKAAAAAPyksLBQc+fO\nldvt1vfnfKpiAAAgAElEQVTff6+aNWsqJSVFDzzwgCJDt8mX9ax8+9dJjjPliB0mR9i1gY4MAH5B\nAQUAAAAARSw7O1svvfSSUlJStHnzZl1wwQWaOnWqunbtqiDHTnmzhsmX8b2kSjJRA+UIbytjTKBj\nA4DfUEABAAAAQBHZvXu3Ro8erdGjR2vPnj266qqrNGrUKLVt21ay9suT8awKC5dKjgpyRvSUM6Kz\njHEEOjYA+B0FFAAAAACcpk2bNiklJUWTJk1Sbm6u2rdvr/j4eF111VXyeTPlyXxBVt5HkjNCzoh7\n5IzqIWOcgY4NAMWGAgoAAAAATtF3330nt9utV155RQ6HQ926ddOQIUN0wQUXyOfLU0Fmsqzc9yUj\nmfB2CoruJ4cjNNCxAaDYUUABAAAAwEmwLEsff/yxXC6X3nvvPUVFRWngwIEaOHCgatasKZ/Pq4LM\nibLy3pB8+TJh1ygo5jE5HNGBjg4AAUMBBQAAAAAnwOv16vXXX5fL5dKyZctUrVo1vfDCC+rbt6/i\n4uJkWZY8OfPkzZ4lefdJoVcoOGawHM7KgY4OAAFHAQUAAAAAx5GXl6fp06crKSlJP//8s+rWratx\n48bpvvvuU1hYmCTJk7tY3qzJkud3KfQSBVVIkzO4VoCTA0DJQQEFAAAAAMewf/9+jRs3TiNHjtQf\nf/yhSy+9VHPnzlXHjh3ldNobiHvzl8tzYLTk3SgFNVBQxf/KGdowwMkBoOShgAIAAACAI/z2228a\nMWKExo8frwMHDujmm2/WzJkz1aJFCxljJEm+wp9VmJkiedZKzloKin1BzrCrA5wcAEouCigAAAAA\nkPTTTz8pMTFRL7/8srxerzp37qyhQ4fq4osv/vMcn+cPeTKTZXm+lVRRjqhBCo5sH7jQAFBKUEAB\nAAAAKNe+/PJLuVwuvfHGGwoPD1fv3r01ePBgnX322X+e4/Nly3MgRVb+p5LC5YjopqDI+2SMI3DB\nAaAUoYACAAAAUO5YlqW3335bLpdLn332meLi4vTf//5XAwYMUJUqVY44r1CerAny5i6UsSw5wtsq\nKPohGRMawPQAUPpQQAEAAAAoNwoLCzV79mwlJiZq9erVqlWrlkaMGKFevXopKirqz/Msy5I3Z5YK\nc+ZKviw5Qq9WcPQQOZzRAUwPAKUXBRQAAACAMi8rK0uTJk1SSkqKtm7dqgsvvFDTp09Xly5dFBwc\n/JdzPbmLVZj1kmTtlAlqrJC4oXIE1QxQcgAoGyigAAAAAJRZO3fu1KhRozRmzBjt27dP1157rcaN\nG6c2bdr8+US7Q7z5K1WYlSbLs1HGea5CYp+UI6RxgJIDQNlCAQUAAACgzNm4caOSk5M1efJk5efn\nq0OHDkpISFDz5s2POtfn2aKCTLcsz4+SqaagmKcVHH5DAFIDQNlFAQUAAACgzFi5cqVcLpfmzZsn\np9Op7t27a8iQIapfv/5R5/q8GfIcSJK3YKmkaAVF9lVQxF1HzYwCAJw+CigAAAAApZplWfrwww/l\ncrm0ZMkSRUdHa/DgwRo4cKDOOOOMY5xfKE9Wujy5b0mWQ0ERHRUU1VvGBB9jdABAUaCAAgAAAFAq\neb1ezZ8/X263WytWrFD16tX14osvqm/fvoqNjT3qfPvJdjMOPtkuR46w6xUSPVjGERGA9ABQvlBA\nAQAAAChVcnNzNW3aNCUlJWnDhg2qV6+eJkyYoHvvvVdhYWHHvMaTu0SF2RMl7w6Z4IsVUjFBDmeN\nYk4OAOUXBRQAAACAUmHfvn1KT09XWlqadu7cqcsuu0xut1sdOnSQ0+k85jXegh9UkJkky7tRxnme\nQuKekpMn2wFAsaOAAgAAAFCibdu2TampqZowYYKysrLUunVrJSQk6LrrrvvHDcN9nt9VkDlc3sLv\nJEc1hcY+raCwlsWcHABwCAUUAAAAgBJpzZo1SkxM1MyZM+Xz+dSlSxfFx8erceN/nsHk82WrIDNJ\n3oKPJStCwZEPKDjyXp5sBwABRgEFAAAAoET54osv5HK5tHDhQkVEROihhx7SY489pjp16vzjNZbl\nU2H25IMbjHvkDG+r0JgBMia0+IIDAP4RBRQAAACAgPP5fFq0aJFcLpeWLl2qSpUqadiwYerfv78q\nV6583Gs9OW8rP3uC5N0lR+g1Co15XA5nhWJKDgA4ERRQAAAAAAKmoKBAs2bNUmJiotasWaOzzjpL\naWlp6tmzpyIjI497rafgO+UfSJQKNsgRcoGCKyQqKLheMSUHAJwMCigAAAAAxe7AgQOaOHGiUlNT\ntW3bNjVu3FgzZ87UnXfeqeDg4ONe6/PsUF7m/2Tlr5AJOkMhccMVFHZ98QQHAJwSCigAAAAAxWbH\njh1KS0tTenq69u/frxYtWmjixIlq1arVv24U7vPlKj8zSb78JZIjUsEx/RQccQ8bjANAKUABBQAA\nAMDvfvnlFyUlJWnq1KkqKChQx44dFR8fr8suu+xfr7UsS/lZk1WQ/YocVr6c4a0VGjNYDgcbjANA\naUEBBQAAAMBvVqxYIZfLpfnz5ysoKEg9evTQ4MGDdd55553Q9YW5HyjvQLosa4ecIZcoPOa/cgRV\n8XNqAEBRo4ACAAAAUKQsy9KSJUvkcrn04YcfKiYmRvHx8Xr00UdVvXr1ExrDU7BW+Qfc8np+lsNR\nR+EVxiko5EI/JwcA+Isj0AEAAAAAlA0ej0dz5szRpZdeqlatWmnt2rVyu93aunWrhg8ffkLlk8+7\nR9l7BylnXx/5PPsUFv0fRVWZQfkEoFQbNmyYjDFq1arVUZ/dcccduv766yVJH3/8sYwxWr169V/O\nGTdunIwxeuaZZ/4y3rFeM2bM8Pv3ORXMgAIAAABwWnJycjRlyhQlJyfr119/1fnnn6+XXnpJ99xz\nj0JDT2yfJsvyKi9zpDx5b8pSsEIjuykkspeMcfo5PQAUn8WLF2vZsmVq1qzZCV8zdepU9evXT48/\n/riefvrpP4/Hxsbq3XffPer8c889t0iyFjUKKAAAAACnZO/evRozZozS0tK0e/duNW/eXCkpKWrf\nvr0cjhNfbFGQ85rysybK8u5XUNhNCo9NkHFE+DE5ABS/ihUr6swzz9Tzzz+v119//YSumT17tnr1\n6qVHH31Uw4cP/8tnQUFBat68uT+i+gUFFAAAAICTsmXLFqWkpGjSpEnKzs5W27ZtlZCQoKuvvlrG\nmBMepzB/lfIyXbI8G+QMbqLQuPEKCq7lx+QAEDjGGD355JPq2rWrfvjhBzVq1Oi45y9YsEDdu3dX\nnz59lJqaWkwp/Yc9oAAAAACckNWrV6t79+6qW7euxowZo44dO+qHH37QokWLdM0115xw+eTx7NWB\nPY8qe09vSfkKj0tWZOUJlE8Ayrw777xT9erV0/PPP3/c89566y116dJF3bt315gxY/7xPI/Hc9Sr\npKKAAgAAAPCPLMvSp59+qnbt2qlRo0ZasGCBHn74YW3YsEHTp0/XhRee+ObgllWgnIxEZe3sIJ/3\nR4XF9FdU5fkKDrvGj98AAEoOh8OhJ554QvPmzdP69ev/8bzHH39cjRs31sSJE/+x3N+zZ4+Cg4OP\nem3atMlP6U+PXwsoY0xrY8w6Y8wvxpjHj/H5tcaYb40xHmPMHX/7zGuMWXXw9eYRx882xnx9cMxX\njDEh/vwOAAAAQHnk8/n0+uuv68orr9R1112nr7/+Ws8++6y2bNmi1NRU1a5d+4THsixL+dlzdGDX\nbSrIW6ig8BsUXXmhwqLuO6klewBQFnTr1k21a9c+ak+nI918881asWKFpk6d+o/nxMbGatmyZUe9\nzjjjDD+kPn1+2wPK2I+rGCPpJknbJC0zxrxpWdaaI07bIqmHpCHHGCLXsqwmxzjukpRqWdYcY8w4\nSb0kjS3S8AAAAEA5lZ+frxkzZigxMVHr1q3T2WefrTFjxqhHjx6KiDj5jcEL81cqN/MF+Tzb5Ay5\nSNGxT8oZxFI7AOVXUFCQ4uPj9cgjj2jYsGHHPCcxMVFxcXHq3bu3qlSpoltvvfWY4zRt2tTPaYuO\nP2dAXSbpF8uyNlqWVSBpjqQOR55gWdYmy7K+l+Q7kQGN/X+P3CDp1YOHpkm6regiAwAAAOVTZmam\nEhMTdc455+iBBx5QRESEZs+erfXr16tfv34nXT55vbuUtaefsvc+JMlSRFySoiuNo3wCUC54vV59\ntWiFZjz3qr5atEI+319rj549e6pq1apyuVzHvN7hcGj69Olq0aKFOnfurC+++KI4YvuVP5+Cd6ak\nrUe83ybp8pO4PswYs1ySR9KLlmW9LqmSpP2WZR3aVWvbwfscxRjTW1JvSSc1PRgAAAAoT7Zv366R\nI0dq7NixyszM1I033qipU6eqZcuWp7Q8zucrVO6BVBXmLpIUotCo3gqLup+ldgDKDa/Xqyda/U9r\nv/lF+dn5Co0M1d7KW/9yTmhoqIYMGaInnnhCl156qYKDg48aJyQkRAsWLFCLFi1066236rPPPlPD\nhg2L62sUOX8WUKfrLMuyfjPGnCPpQ2PMD5IyTvRiy7ImSJogSU2bNrX8lBEAAAAoldavX6+kpCRN\nmzZNHo9HnTp1Unx8/Gkt58jNfkP5WeMkX4aCwq5XROyTcjgiizA1AJR8y95ZpbXf/KK8rDxJUl5W\nnnbl75Un9K9PqOvTp49eeOEFLV26VNddd90xx4qOjtbbb7+tq666Sq1atdLSpUv/nGTj8Xj01Vdf\nHXVNrVq1dOaZx5yrE1D+XIL3m6Qj59fWPHjshFiW9dvBnxslfSzpYkl7JFUwxhwqzk5qTAAAAKC8\n++abb3THHXeofv36mj59unr27Kl169Zp7ty5p1w+FRasVsbue5R74EUZZ1VFVZ6hqLgXKJ8AlEu/\nrPxV+dn5fznmLfDK6/3rMryIiAg99thj/zpe1apVtXjxYnm9XrVq1Up79uyRJGVkZOiKK6446jVl\nypSi+zJFyFiWfyYHHSyJ1ku6UXZJtEzS3ZZl/XiMc6dKWmRZ1qsH38dJyrEsK98YU1nSl5I6WJa1\nxhgzT9L8IzYh/96yrPTjZWnatKm1fPnyovx6AAAAQKlhWZbee+89uVwuffzxx6pQoYL69eunRx55\nRNWqVTvlcX3e/crKGCZPwTeSqarImAEKDb+xCJMDQOnz1aIVev7uEX/OgJKksKhQPTnrMTVvd2kA\nkxU9Y8wKy7JO6P+98NsMqIP7ND0s6T1JayXNtSzrR2PMs8aY9geDNjPGbJN0p6TxxphD5VQDScuN\nMd9J+kj2HlCHnp6XIGmQMeYX2XtCveSv7wAAAACUZh6PRzNnzlSTJk3Upk0b/fzzz0pOTtaWLVv0\n/PPPn3L55PP5lJ0xWvt33abC/JUKi7hHcVUXUD4BgKRmbZqowWXnKiwqVMYYhUWFqsFl9dSsTZNA\nRwsov82AKkmYAQUAAIDyJDs7W5MnT1ZycrI2b96sBg0aKD4+XnfffbdCQkJOa+z83I+VcyBVPu8f\nCg69QlGxz8jhjC2i5ABQNni9Xi17Z5U2rNqkuk3qqFmbJnI6nYGOVeROZgZUSd6EHAAAAMBJ2L17\nt8aMGaNRo0Zpz549uuqqqzRq1Ci1bdtWDsfpLX7weLYqJ+NZFRb8IIezlmIqvaTgkAuLKDkAlC1O\np1PN211a5pbcnQ4KKAAAAKCU27Rpk1JSUvTSSy8pJydH7du3V3x8vK666qrTHtvnK1B2xgsqKFgi\no2hFxAxSeORdRZAaAFCeUEABAAAApdR3330nt9utV155RQ6HQ/fcc4+GDh2qCy64oEjGz81ZoJwD\n42T5MhUafouiYhNkTGiRjA0AKF8ooAAAAIBSxLIsffLJJ3K5XHr33XcVFRWlgQMHauDAgapZs2aR\n3MNTuE6Z+5+T17NWQUENFVNpspxBRTM2AKB8ooACAAAASgGv16vXX39dLpdLy5YtU9WqVfX888/r\noYceUlxcXJHcw+fL1oGMZ+XJ/0xyVFB07AsKi2hVJGMDAMo3CigAAACgBMvLy9PLL7+spKQkrV+/\nXnXr1tXYsWN13333KTw8vMjuk5M1XbnZk2X5ChUWcZciYwbImLL3xCYAQGBQQAEAAAAlUEZGhsaO\nHauRI0fqjz/+0KWXXqq5c+eqY8eORfoo74L873Qg4zn5vBsVHNJU0RWGy+msVGTjAwAgUUABAAAA\nJcrvv/+uESNGaNy4cTpw4IBuvvlmzZgxQzfccIOMMUV2H5/vgDL3/5/y85bK4aykmLiRCg27psjG\nBwDgSBRQAAAAQAnw008/KTExUS+//LK8Xq/uuusuxcfH6+KLLy7S+1iWpezsycrJmibLshQZdZ8i\no/vKGEeR3gcAgCNRQAEAAAAB9NVXX8nlcumNN95QaGioHnzwQQ0ePFjnnHNOkd8rP2+FDmQ8L493\nk0JDL1dMheFyOisU+X0AAPg7CigAAACgmFmWpbfffltut1uffvqp4uLi9NRTT2nAgAGqUqVKkd/P\n58s8uNzuSzmclVWh4miFhV1Z5PcBAOCfUEABAAAAxaSwsFBz5syR2+3W6tWrVatWLaWmpuqBBx5Q\nVFSUX+6ZlTVZOVlTZVleRUb1UGR0H5bbAQCKHQUUAAAA4GdZWVmaNGmSUlJStHXrVl144YWaPn26\nunTpouDgYL/cMz//e2Xsf0Ze70aFhl6u2ArD5XTG+eVeAAD8GwooAAAAwE927dqlUaNGafTo0dq3\nb5+uvfZajR07VrfcckuRPtHuSD5fljL2P6W8vC/ldFZSXMU0hfF0OwBAgFFAAQAAAEVs48aNSk5O\n1uTJk5WXl6fbbrtNCQkJat68uV/vm3VglrKzx8vnK1Bk1N2Kjh7AcjsAQIlAAQUAAAAUkZUrV8rt\ndmvu3LlyOp269957NXToUNWvX9+v9y0sWKf9+59WoWe9QkMaq0KcW05nVb/eEwCAk0EBBQAAAJwG\ny7L04Ycfyu12a/HixYqOjtbgwYM1cOBAnXHGGX69t89XoH0Z/6eCvA/lMBUVV+FFhUfc7Nd7AgBw\nKiigAAAAgFPg9Xq1YMECuVwurVixQtWqVdPw4cPVt29fVahQwe/3z85+RxkHkuTzZSoyop0qxD4p\nY/if9wCAkon/hgIAAABOQm5urqZNm6akpCRt2LBB9erV04QJE3TvvfcqLCzM7/f3eH7X3v3xKihY\nq+DguqpSaaKCg8/x+30BADgdFFAAAADACdi3b5/Gjh2rkSNHaufOnWrWrJlcLpduu+02OZ1Ov9/f\nsnzKyByh7Jy5khWqCjEJioq6y+/3BQCgKFBAAQAAAMexbds2jRgxQuPHj1dWVpZat26thIQEXXfd\ndTLGFEuG3Lxl2r9/mLzePxQWdqUqxr0ohyOyWO4NAEBRoIACAAAAjmHNmjVKTEzUzJkz5fP51Llz\nZ8XHx+uiiy4qtgxeX4727H1cefmfKTiolqpUnqjQ0EuK7f4AABQVCigAAADgCF988YVcLpcWLlyo\n8PBw9e3bV4MGDVKdOnWKNceBrFeUcWCsfL5cRUZ2U1zMY3I4HMWaAQCAokIBBQAAgHLP5/Pprbfe\nksvl0hdffKFKlSpp2LBh6t+/vypXrlysWQoLf9OefYNVULhWISGXqFLcCwoOqlGsGQAAKGoUUAAA\nACi3CgoKNGvWLCUmJmrNmjU666yzlJaWpp49eyoysnj3WLI3GU9TRtYsORzhqlhhmKIiby/WDAAA\n+AsFFAAAAMqdAwcOaOLEiUpNTdW2bdvUuHFjzZgxQ3fddZeCg4OLPU9u/nLt2fdf+bx/KCLsJlWK\ne1YOR1ix5wAAwF8ooAAAAFBu7NixQ2lpaUpPT9f+/ft1/fXXa+LEiWrVqlWxPdHuSD5fnnbt+69y\n8t5XsLOaqlSaoPCwZsWeAwAAf6OAAgAAQJm3YcMGJSUlacqUKSooKFDHjh0VHx+vyy67LGCZsrIX\naW9mkny+LMVGdVdczKMyhk3GAQBlEwUUAAAAyqwVK1bI5XJp/vz5CgoK0n333achQ4bovPPOC1gm\nj2e3du2LV17BSoUEnaPqlV9WSHCtgOUBcGzbcn7Sr1nf68oqHeU0/KMzcLr4TxEAAADKFMuy9P77\n78vlcumDDz5QTEyMhg4dqkcffVQ1agT2aXL7Midrf9ZEOeRQxdjBio3qFtA8AP7ZB39M1+ac1aob\nfbHOCK8X6DhAqUcBBQAAgDLB4/Ho1Vdfldvt1sqVK1WjRg253W716dNHMTExAc1WULhZO/cNVn7B\nBoWFXqTqFUfI6awQ0EwAjq/tmf30e87PqhFWN9BRgDKBAgoAAAClWm5urqZMmaLk5GRt3LhR559/\nviZNmqRu3bopNDQ0oNksy6c9mSOUmTVbRhGqVnG4oiJaBzQTgBNTObSmKofWDHQMoMyggAIAAECp\ntHfvXo0ZM0ajRo3Srl271Lx5cyUnJ6t9+/ZyOAK/mXde/mrt3Bcvj3enwsOuUrU4lxyOsEDHAgAg\nICigAAAAUKps2bJFqampmjhxorKzs9W2bVvFx8frmmuukTEm0PFkWV7t3D9cmdmvKthZRdUrpSki\n7MpAxwIAIKAooAAAAFAqrF69Wm63W7Nnz5Ykde3aVUOHDlWjRo0CnOyw7LwvtXPf0/L69igmoqOq\nxj0pY5yBjgUAQMBRQAEAAKDEsixLn3/+uVwul9566y1FRESof//+GjRokGrXrh3oeH/y+fK1Y+9/\nlJX3iYKDqujMylMVHlpyijGgvMv2ZGr+1lG6vFJrnR9zaaDjAOUSBRQAAABKHJ/PpzfffFNut1tf\n/j979x1eVZE+cPw75/aSm94rCR0RxIAKCyiKYi+Iomvdn7quXURZdVdR1wICgiJ2sYuKrLq7dlEU\nRWkCAtIhIb3f5PZ7z5nfH0GEpQUWiOB8nifPk3vOzJz3nJuE5GXmnXnzSElJ4f777+e6664jOTm5\nvcPbTkvgK+qa7iNmNJPovojk+FEI0f41qBRF+VVNaDOrWxZhN7lUAkpR2olKQCmKoiiKoii/GeFw\nmNdff51HH32UVatW0aFDB6ZOncqVV16J0+ls7/C2oxtBKhpuIxD6Hqs5h7zUZ7FZOrV3WIqi7ESB\nqzvXdnyENFtue4eiKL9bKgGlKIqiKIqitLvm5maeeeYZJk+eTEVFBb179+bNN9/k/PPPx2z+7f3K\n2hz4hOrGcejSR6L7EtLib/1NFEBXFGXnhBDkOju3dxiK8rv22/vXXFEURVEURfndqKqqYsqUKTz1\n1FN4vV6GDBnC9OnTGTp06G8yoWPIEOV1t+EPz8Vq7kRe8ovYLAXtHZaiKIqi/OapBJSiKIqiKIpy\n0K1du5YJEybw8ssvE41GGT58OHfccQfFxcXtHdoueQMfUd00DikDJMddRWr8je0dkqLsV1IaSAw0\n0f5/JlYE1/HqprF09/yBoxJPJMeplrcqyqGu/X+yKIqiKIqiKL8bCxYsYNy4ccyaNQur1coVV1zB\n6NGj6dixY3uHtku6EaCsfsyWWU8F5CW/htWS095hKcp+937Jn/DrdVxU+N5uk1BRI0RlcAU5zt5o\nwvQ/X1dKucOMx7AeIKi3sKDhI9b7lnFLl2n/83UURWlfKgGlKIqiKIqiHFBSSj755BPGjRvHV199\nRUJCAnfeeSc33XQT6enp7R3ebjUHvqCi6QEMw09y3NWkef7ym1waqCj7g92cgMQAdv81vqD+dRbU\nv8nJmWMocg9gZukdFLj60j/t8r2+5j/LJrPSO4+buzyD25yw9XgH95Hc1e0tfmz8klR7DrrUeXTV\nzSRYUri249i9vo6iKO2vTQkoIUR/oGDb9lLKVw5QTIqiKIqiKMphIBaL8fbbbzN+/HiWLl1KdnY2\nEydO5OqrryYuLq69w9st3QhT1nAbvtC32M0dyEl9GZslv73DUpQDaljO5Da1K4obSEN4M9nOI4kY\nAapDa7BqrbtUzq15g5LAUi7Iux+LZtvjWAIN0y5mUVlNdo5JORUAXcaIGmF8MS+3L72Uk9LO5pTM\n89t4Z4qi/BbsMQElhHgVKAKWAPqWwxJQCShFURRFURRlB4FAgBdffJGJEyeyadMmunXrxvTp07n4\n4ouxWq3tHd4eNQfmUN54H7rhI9l9CZmJt7V3SIqyz76q/BveSAln5L2ISVj2y5jp9s6ckTN26+s/\nd3p7awJqg38R5cGfCev+XSagFjXMZmHDZ1xScCfn5NwE3LTHa5qEmb91f5ZZZdMpD33KBv/q/XEr\niqIcRG2ZAVUMdJdSygMdjKIoiqIoinLoqq+vZ+rUqTzxxBPU19fTv39/pkyZwhlnnIGmae0d3h5J\nGaOs4R6a/B9iteRTkPocDmtRe4elKP8TX7QSX7QcKY1drqzb7F/MwvrX6J10AVmOI7CZ3Ht1Dec2\nS+dG5j9IWPfhtiTt0K4xUkO8JZk1LYsoDazGG63HZfa0+TpCCE7JPJ8EawrHJg/Z4XxID2IWFsya\nqjSjKL9FYk95JSHEO8BNUsrKgxPS/ldcXCwXLlzY3mEoiqIoiqIclkpKSpg4cSIvvPACgUCAM888\nkzFjxjBgwID2Dq3NfKGFlDfcSUxvIMk9koyE0arWk3JYMGQMKQ1M2q5nH35dPZWljbMw0Chw9ePs\n3If2exxrW37kpY0PMCj1PIakj6A52kiyLWO/je+P+bltyQ10cBcxpuvf9tu4iqLsnhBikZSyTVvY\ntiU1nAKsFELMB8K/HJRSnrWP8SmKoiiKoiiHgWXLljF+/HhmzJiBEIJLLrmE0aNH06NHj/YOrc2k\nNNjccC+NgY+xmlIoSHsZl+2I9g5LUfYbTZj3VFOcAanXUBQ3kMX1M+kSf+IBiSPRmk66PY88Z2cs\nmm2/Jp8ALJqFLEcOuY68/Tquoij7T1tmQA3e2XEp5ZwDEtEBoGZAKYqiKIqi7B9SSubMmcO4ceP4\n+OOPcbvdXHPNNdx6663k5OS0d3h7JRhZy6a6W4nEqkhwnUxe0j8Q4re/VFBR9iQY8/Jjw5v0SDiT\neOgchUYAACAASURBVGv2Po0hpUSXMcxa2+pGPb3ur/ijzXSL70+aPZvipBP26bqKohxa9tsMKCGE\nCRgrpVQ/PRRFURRFUX7HdF3n/fffZ9y4ccyfP5/U1FT+8Y9/cN1115GYmNje4e0VKSWV3qnUtryC\nWYunMG0qcfZj2zssRdlvNvm/Y0njWwD0T7u2zf3qwpsBSLHl8k7pA6z1LeD6Ts+TYE3fY9+YESUq\nI3xd9x7xlmR6J/yhzckrRVF+H3abgJJS6kIIQwgRL6X0HqygFEVRFEVRlN+GcDjMK6+8woQJE1iz\nZg1FRUU89dRTXH755TgcjvYOb6+FY1VsqLuFUGQV8Y4TKEh+BK0NW8UryqFCSkmnuNYC3QWu/nvV\n94X1N2NIgz8VTWZ1y3wsmqXNO+dd32kCAD83L+LFTeN5bsND/KXjvXsXvKIoh7W21IDyAT8JIT4D\n/L8clFLuea9MRVEURVEU5ZDk9Xp5+umnmTx5MlVVVfTp04e33nqL4cOHYzKZ2ju8fVLT/CYVzVMR\nwkpe8kMku05r75AUZb+qDK7knZKbGZR2Hb2TzsUXreetkjsoThpOUdwxO7RvCFfwdc0MBqVdRJIt\nk/4p5yOlJMGSRse4Y+gRP5A4SxIh3c+/yp+nT+IJFMUdudNr/1K0v8h9BDmOIvKcHXdoE9JD+GLN\npNjS9u+NK4pySGhLAmrWlg9FURRFURTlMFdRUcHkyZN5+umnaWlpYejQobz22msMGTLkkN0VTtcD\nrKu/AV9oKU5bdzqmTMViim/vsJTDRCBaQV1oATnu01sLfrcjgUATlq1x1EdK2RxYSoI1c6cJqNUt\nP7DM+xUZjiI60Y8C99HkOrsAcFH+37e2qwxuYknTHKIysssE1C9sJju3dH54p+eeXj+RNb6feaDH\nYyTbUvf1NhVFOUTt8SeklPLlgxGIoiiKoiiK0n5Wr17No48+yquvvkosFmPEiBHccccd9OnTp71D\n+580Br6ipP4BDAJkxV9PZvyf2jsk5TCzvH4ilYEvsJvSSHMe166xZDi6cUOXD7e+zncdxWUdppFo\n3fkGAcVJp5FkzaTI3Ycpa26kKVrDnd1ewWmO265dgas7V3a4lyxHIYY0qA6VEzICdHB12a5dUA8w\nYdXf6e7pzfDcS3e4Xs/4PoDA9V/jK4ry+7DHBJQQYiOww1Z5UsrCAxKRoiiKoiiKctB8//33jB8/\nnvfeew+bzcZVV13FbbfdRmHhof2rnmHobGq4lwb/R9gsuXRJmY7DqrZnV/a/zolXE2ctJNl+1AG9\nTnVwDZowk2rf/nuzJVrHC+uv4Yj4kzgp8zo2+pbwSeUznJl9M9nOrqTZiwCYW/suJf6VXJj3163F\nwS2ajS6e1gL8x6eNYL1vBc3Rph0SUEIIOsb1wpAGY1f8BX/Mh4HOQz1fxGFybm0XNSLUhqupCVfu\n9B5OTD+VE9NP3W/PRFGUQ0tb5ohuu52eHRgBJB2YcBRFURRFUZQDTUrJRx99xLhx4/j6669JTEzk\n7rvv5sYbbyQt7dCvzRKMrGdt3a1EYhWkxg0nL/HOQ3b5oPLbl2DrSoKt634bL2qECMQaibdmbj0m\npcEbm27AIhzc0PX9/+ohMaSOgQ5AdWgDNeEyXt74N8Z0n4Fpy3K8Fd5vqQytJ2T4cWsJO1y3d+IJ\nvLX5GZZ7F3N/z10vgnGbPdg1J70SjsGubb8RgceSwKO9nseiWffx7hVFOZwJKXeY3LTnTkIsklIe\nfQDiOSCKi4vlwoUL2zsMRVEURVGUdhWNRpkxYwbjx49n+fLl5ObmMmrUKK666ircbnd7h7dflHuf\np7L5BczCRYfkB4l37Fj3Rjl86EaQcu9Ekpyn47ZtPwPJkFF0owWL6cD837khY0QNP7b9UE9sXfMc\n5tW+wOk5D/B1zdOU+BdwWeFLW5fONYTLWVw/i6Dh59iUkaTaC7brL6XcmmSV0uD1TWMJG0H+VDgO\nITQAgroPX7SJxmgdha4eW2dBSSkJ6n6cZjefVL6F3eRgcNpZ//M9KYry+7AlP1S855ZtW4K37cJ/\njdYZUe1bXU9RFEVRFEVpM5/PxwsvvMCkSZMoLS2lR48evPzyy1x00UVYLG3bYv23Lqb7WF17A77w\nMjz2fnRKnYRZc+65o3JI80d+pLrlecKxUjqlPrv1uG6EWFw5nEB0Lf2yv8Bhyd3lGCvrJ2MSDrok\n/Xmvrv115RgqAnM5O/99XJaM3batDPzE3JqpnJR5F4m2fAAW1b9JXWgDISNAzAjijZbhi9VS4DqG\nmBHCaUrc2n9GyRh8sXp0oDFaw2UdJm03/rYz/ITQuKTD/TvE4DC5WdAwmw8rX+HUjMswazZ6JRzH\nj43zmFU+nT91GM0pmRfu1TNQFEXZG21JJE3c5vMYsBG44MCEoyiKoiiKouwvtbW1PPHEEzz55JM0\nNDQwcOBApk2bxmmnnXZYLUlrCMxhY8NYdCNCfuJoMjwXt3dIykESZzuWouSpuG3bL86oD84mEF2L\nWYvHrHl22V9KnXXe6UgEmrDSKfHKNl872d4Vf6wSgWmPbefXTac2vIYfG94i29WXfFcxK5s+pCla\njoFGiq2QKzu+g8ucTJ6rmN5J52zt+1nlc5g1D0cnDsJlTiLXdUSbY9z+XiWl/g24TCmE9BCfVb5O\nS9RLrrOIeEsSHvOvy/JCeoi1vp/p7um5dQmfoijK/6otP03+T0q5YdsDQogObRlcCDEMmAKYgOel\nlI/81/lBwGTgSGCklHLmluO9gacAD6ADD0op39py7iVgMODdMswVUsolbYlHURRFURTl92Djxo1M\nnDiRF198kWAwyNlnn82YMWM47rj23aFrf5NSsq5uLHWBT7BbMuiRPg27Jau9w1IOIiE0klxn7HA8\n2TGYDgmjSHWdhmU3S+SEMFGcNoGFNXexpukNcuJax1pUM4H68E8MynqMkpavqQou4KTsx/m+ZgIx\nI8jgzH/QM+lqqoPreWvjcC4s/CdOc/IO41cHV/NT4z/plTiCiBHEY8nj44oH6ZM4gvPypxDRfWjC\ngs3kxm5qLfztjzXxWdXz9E06k2xnF9b5FtIYqeCCvLG8XToOTXOS7dz7mlNrWpayxDsPgKOTBoEQ\nHJN0AgnWFHrEb5/A+7T6Az6u+oBL86/huORBe30tRVGUnWlLAmom8N/7784EdlsDSghhAp4EhgJl\nwAIhxAdSypXbNCsFrgBG/1f3AHCZlHKtECILWCSE+ERK2bTl/O2/JKsURVEURVGUVkuWLGH8+PG8\n/fbbaJrGpZdeyu23307XrvuvQPJvRShawc81NxCMVpDqGkrHlPsPq1ldyv/GpLnIS7gWKSVRw4dF\n23WNsyz3UDL8cynx/ZtQrJ6q4HzKA7MBtrxeQG1oGVHDT3nge6JGgNZNwgVuSxZuSwYmYWVmyXW0\nRKr5Q/qNdPIcD8DP3o9Y1fwp+e5jGVHwFIFYI82xGronDMNlTsJl3rE+1dKm2Sxv+gqb5iTb2YUr\nCycRMyIE9BYqQutI8KfTL/k0ADb6V5JoSSPBmrLHZxJvScWhJXJM8mBSbBmckjFil237JBxLfbiO\nrnE99jiuoihKW+0yASWE6Ar0AOKFEOdtc8pD6254e9IPWPfL7CkhxAzgbGBrAkpKuWnLOWPbjlLK\nNdt8XiGEqAFSgSYURVEURVGUraSUfPnll4wbN45PP/2UuLg4br31Vm655Rays7PbO7wDorJlJiWN\nUxCY6ZL6EMmuIe0dknIASSlZXXsrJs1Dp5QdaxvtzjrvdFY1TObYjGdJdR67y3bFaX/HY+3CR2VX\nMChjPH1SxmA3Z/Jl5T30Sr6awZkP4zAnc07+G0iMrYW9j027iWO5aes4Ad3LJxX3k+/qi9Xk4rjU\nq3CZ03m//CFOiDVydNK5DMlobe+PNfH8+r/QzTMQi+aiKrieC/LvYVH9Rxho9E1qLQRuN7nA5MJt\nSeTWzs/jMidQF67kibV3EDaCZDsKubHTeAAMabC6ZSlJ1nT+XT6DNb7lXF/0NyJEaIl4aY55aYo2\n7vG55TjzuLLDdXv1rBVFUfZkdzOgugBnAAnAmdscbwGubsPY2cDmbV6XAXu9DYkQoh9gBdZvc/hB\nIcQ9wBfAX6WU4Z30uwa4BiAvL29vL6soiqIoivKbpus6s2bNYvz48SxcuJD09HQefvhhrr32WhIS\ndtxi/XBgGDF+rr2NxuAPuKxF9Ex/GvOWZUvK4cygLvAJZs1DJ/acgArrjSytfZjmyCqyXSdjM6Vi\nNe36e2Je9YM0R8toCZcj0IjJCAn2HgRj9URlACmjOLYsr7OZWutJRY0gyxv/RZFnEHHmdDb6vscb\nbeSIhHNAmKkOrSfXdSQ2k5sc11GY695EN/Tt70rqhA0/YT3AJv9KasObiBohjk46nZ+83+Ey7xhz\nvDUVAF3GiBghMu0FFCeeiD/mw2V2s6RpHi9vegIQZNnzCBlB3tz8LGXBzfRJOI4/F44h39WxrQ+e\n2nAtD6x8mFPSh3J61qlt7qcoirIzu0xASSnfB94XQhwnpZx3EGPaSgiRCbwKXC6l/GWW1J1AFa1J\nqWeBMbDjv0RSyme3nKe4uFgelIAVRVEURVEOsFAoxMsvv8yECRNYt24dHTt25JlnnuGyyy7Dbm/L\nJPVDkz+8jhW1txDVG8jyjKQw6Zb2Dkk5SIQw0S/na1orfOxZdWAuZf5P0YDG8M+cnP/F7tsHl+CL\nVqKjk+sayMK6F2iObsZj7UBUahTEDd2hz0bfd3xb+zTeaAUZjiP5qOJhNCHRhJUfGt7lx8YPuaXr\nBwCE9CB+XWdR46dkO48k29kZgDhLMhfnTyLOnIjd5CBiBLGb3JQF11MWXEt5cB0d43rvNOZ0ey4P\n9pxBTOr8ddkVfF7zb87JuhK75ibbkY8udf7S8a98X/cV+e6OfFPzBcelDKarp2ebnuEvwnoYb9RL\nYxtmTSmKouxJW2pA1QshvgDSpZRHCCGOBM6SUv5jD/3KgW33O83ZcqxNhBAe4D/A3VLK7385LqWs\n3PJpWAgxnR3rRymKoiiKohx2mpqaeOqpp5gyZQrV1dX07duXmTNncs4552Ayte0P80NVqfcVSpue\nxyzs9Eh7nARHcXuH9LsjZQyv7wUctv7YrHuXxNgVwwiz2fsMKa4zcFkLd9vWak5t87huSz4g0IEE\ne6+txyN6C9adzJj7Q8Y/+KD0T2Q5j2Vw5oOsa/6YhtBaku1dqQ4tRxNWXt9wJZ3iBtMv9QoAshxH\n0ifpjxyReDpRI0yGvRs9E88gasQYmnETFs2xdfzGSCVSChrCNTy/YTR2UxyFrl4My7yKp9fdjklY\nOSfnOo5KHAzA6VlX0zP+D6Tbd77vU2VwM9XhCnrF98MsBD3ji3Ga4nh2w0RSrOnce8QkoHXp4uC0\n07CZbHSJ2/179nPzKp5a/yx/LryKHvHdtx7PcebwXPFTWISlLY9eURRlt7Q2tHmO1llHUQAp5TJg\nZBv6LQA6CSE6CCGsW/p80JagtrT/J/DKfxcb3zIrCtFaZfIcYHlbxlQURVEURTkUlZeXM3r0aHJz\nc7nrrrvo3bs3s2fP5ocffmD48OGHdfJJN6IsrbyOjY1P4rJ2ojjnA5V8aifhyDIavGOpb7pvn8eQ\nUlLmnUad/yMASrxTKfU+zvLqy3bSVmdF3VjKWmbt9XUSbT3pm/YwPZJupnPCJVQFf+TdjSN4c8Mp\nlPi+AqA2tIpvqycS1luIs2SSZu9JvmsgJmGhS/yZHJc+is7xp5HjHMwPda/REC5hfv27rG3+BoB/\nlt3Hd/VvYxJWkm35XNThcdb7lvBx1VSsWhzd43+tS9bV8wdimIhJQY6jB7qhYyBxmuPJcXQhKqOU\n+H/dp8ll9vBN3efct/IamiJ1O9zfK5umMn3jZOoi1WhC48oOo7gg9yrOyrqQ83Iu2drutZLp3Pjj\nNVQGK/b4zLxR75aZTjuW3LVqVlXgX1GU/aItM6CcUsr5//VDJ7anTlLKmBDiBuATwAS8KKVcIYS4\nH1gopfxACNGX1kRTInCmEOI+KWUP4AJgEJAshLhiy5BXSCmXAK8LIVIBASwBrm3TnSqKoiiKohxC\nfv75Z8aPH8/rr7+OYRhceOGF3HHHHfTq1WvPnQ8DLeE1LK+5lajRRG785RQmqoLIB4JhtCCEAyF2\n/2eBzdqLlIRx2G17LukqpaTGNwObOZsEx6Ctx1fWXIs39BlWUxYprlNJc51Lvf8TsjxXENEb+K7s\nTNJcJ9E95T7Cej1lLW/TGFpETtx5O72OIXV80c3EWfK3S5AIIch2n0Qw1oAmrGxs/gJfrByrFofD\nlIyUBl9W3k9TZDNgJ83RjQEZd5FozUNKSWlgESm2QlzmJL6pfYb6cClZjj5UBJdRFy5hddk8/NEm\nOrj6Yttmd72unoEs937FwvqPiLdmkeVorbVkN7lxmxPxRpvYFFjFxfl30s3TD2+0nk3BdSRbszkz\n+2oqg6W8uHEcp2f+kXxXZ/x6C3aTk6gRxSRMaFsKn5+TfQmb/OtItqZtd89DM85CSsk3tXPIdeaR\nbE0l0ZKE3bTrpbkfVX7G13XfcVfXUTx99FQcJscu2yqKovyv2pKAqhNCFNG61yhCiPOByt13aSWl\n/BD48L+O3bPN5wtoXZr33/1eA17bxZhqmxNFURRFUQ5b3333HePGjeODDz7A4XBw7bXXMmrUKAoK\nCto7tIOmxPs6Gxufxaw5ODJ92nbLqJT9R9erqKjqg902hNSUnf7qvZUQJjzuHWcqbSsQWYvdkkdU\n97K+4S4sIp6+eUuI6k14wwtpCa8AHHRNfQYAl7WQ4pxPAQjrdejSh24EALBoHo5Kf4Y4axGrG6ZT\nGZjDgKypWLZJ+KxsfJEVDc/SP2Mcue7t/0T4tvohNrR8TL7rZDb4PifXOZATsh4govt4feNltETL\nAAtLm2ZCE6TbuzM8/0mqQ6t5b/NfyXcW0y3hdGrDlUg0Ngd/4rzcB+jg6sdLG64noLdwVs7fMWvW\nrdcscPWiwNmHhkgtz66/jT/mj+Wd0ikMTD2HGzo9yfPr/05laCMecxIAceYEBqScTq6jIyZhxhfz\n0hit4+vaj+mXdCLXFY0lJqOMWfpnDCR/6TiG7p6edNnysTPV4SpeLplOriOPe3vcz2lZZ+603S++\nqfue0kAZP7espV9Sn922VRRF+V+1JQF1Pa3FvLsKIcqBjcAlu++iKIqiKIqitJVhGPznP/9h3Lhx\nfPvttyQlJXHvvfdyww03kJKS0t7hHTS6EeWnmtE0BOcTb+9Br7SpmHcze0P53wjhxGzuhMXSdZdt\npDQob7gdm6UjqZ6/7LJdS2ghK6tHkOIaTk7CrYDAZGpNtGxonEBly9t0SryfeGcxbuuOu7DZTCkM\nyf8RQ+o0R9azuObveCMrcZh70BJdiQB8kc20RCuoD63Eaornp4bp2LVkonpoh/HS7D2pCiwn03k0\nmwPzKAl8S314NVXB1TRHywGNHMdR5LmOpTlWQ1HcAACSbQX0iD+VTp7BzKt7C0MaaMLMienXE9F1\nJAaXFU5BlzoCjUUNn9Ip7mg8lmRsJie1kUa80Sa6xfXHobnw681UBDdhN7n4U+F91EcqyXa23r8m\nTJyZdSWbAxsYteRSzsq6iFPSL+JfFW+x1reeDytncXXRrbjMbryxZmJGZMt1xdbZULXhWu5bcR9D\n04dydvbZpNsy+GPeZeQ527YL+DFJxWz0l5JoOTx3zlQU5bdljwkoKeUG4CQhhAvQpJQtBz4sRVEU\nRVGUw18kEuHNN9/k0UcfZcWKFeTl5TFlyhT+7//+D5fL1d7hHVSBaCmLq24kqteTF38xHZNubO+Q\nDnua5iEzfc5u2xjSR2PgLSymvK0JKN3wsbzybDz2AXRIbt2M2mbJx20rxm7uzPKaG+iQ9BBJjuMp\na36HpvAqpEhgZeN9GI3QO+1x0l2tO8stqfk7NcEfGJA1nSr/N1QE5lAb/J54a0ekhOboSgwpcJoy\n2NDyMau9MwAwCScSgxbdyzc1/8BiSmBO1SOYhYOeSRehyxgN0WqaopWclfc81cFlpNl7kGLtxirv\nbCJGBISHdb4FbA4soWv8MFY2zeaH+nfo4O7HZv9qshy98UX91EY2UuJfzVLvl3SO68fI/L9jEhZ+\nbp7HvyqepMh1FCWBDYzIvYU0ey4us4cRebejCY14Sw6LmuYyIPUsshwF5Do744+1sKjxW4oTB+I0\nt36fSymRUjIw9RQEGt83zKU8WM7Hlf/h/iOeQBMaESPMjT/+hUJXEaO7jAEgZsQI6AECeuvMMSEE\nJ6S1fcHI2dmncmbWKVsTWoqiKAfSbhNQonWv00QpZZ2U0i+EsAohrgZGSSm7HZwQFUVRFEVRDi8t\nLS0899xzPPbYY5SVldGzZ09ee+01LrjgAiyW399uU+Ut77OmfgqasHBk+iSSHf3aOyRlC5PmoVPG\nbEzi193jDBkhFCvFFsveesxqSiU74a80Bufii6xAN0LYzBnUBr6gObICh7mAWMyH3ZSJRGNB9Ri6\nJ91IKFaPL1bLp6VnI9EBiLd2pjj1ASqDc/mpYRqaMFMYP5JM17FUBxbTGFlDuqMPx6Xfx+zK24nJ\nCF9WPkREepGyibk1j1EYdwKF7sEUxh1PvDWXeGvr5tybg4upDK0BoC5SisBEur0zbnMSiwP/pia0\niarwJgxDQyIochfj14P0SBjEUu9XlAVWb71nmxZH17j+5Lm6s6plGSHdz8X5f93u+Z2Qfi4rvQuZ\nuOZOBqeexjnZl/Nt3ef8p/JtKgKbCRpRPJZ4Hjvq1yWQJ2WcxQnpp/HIzw+woHE+J6YPo9BdhEDD\nY44nzuyhMliFTbOS6cjkueLnMIl934xAJZ8URTlYdpmAEkKMBJ4B/EKItcCDwIu07m73x4MTnqIo\niqIoyuGjpqaGxx9/nCeffJKmpiaOP/54nn32WYYNG/a73GVKSslPtfdQ4/8Ct7UDR2c8jcUUt+eO\nyg5i0XU0Nt6Ix3MXNvvAveob1asJhJfhcZy0069Du6UzALoRprRpMmnu8ynOXYYmfq1/JKXB4qqL\n0YSDozM/oCW6kYju5ci0STSGlzC/6ho81iM4Km0SS2sfoSo4F4GVPmmPUlFyPDoxMuwDiMkIg7Km\nUR6YR1OkjvM6zMOk/ZqUPSb9HkpaPqdr4ghsZjen5j7FN9WTqAiuQaLRN/lqwKDIcwJRPcK7pbdz\nXMoVJNsL+ar6WQan/R+ptm7UhDeiE8FjSuOs3AdwmhNZ0/IjVlMSUT1AhChgZr1/OYaMkGjN5MbO\nz2IWFurClWz0r+DDiulEjCCnZV1N36RTsGypByWlRCLRhEbfpBPo4OpOVbiafGcnAIpc3TAkrPet\nozJcSZzFw/Cc7f+8Mgkzf+rwZ9b71lLg6gCAzWTjkSMfJWJE+L8F15FoSeDxPhN2SD59U/sDCxqW\ncH3HK7GZrCiKovxW7G4G1N+Ao6WU64QQfYB5wPlSyn8dnNAURVEURVEOD+vXr2fChAm89NJLhMNh\nzj33XO644w6OOWbPO4odrsKxRhZUX48/UkqO63R6pN3d3iEd0qKxtUSjSwlHvt/rBFRZ/V9pDn1O\nUdq7uO27nn1W0jSZ8ubnqPF/TL+cLxDbzJzZ6H0eh6UnuXHn0xLdwJLaO8iPu5geKXeRZO9LXtxI\nku39WNnwNFXBbwGBL7qZz8v/REwaJFi7YjZnU9L8Hht9H7G0/mVaYhXYTAkclXINAE2RUv5Z+ic0\nbKQ4jiLP3VofrYvnVNY2f0nI8NEcq+aEjNso8S3kX2X3E5UhNgeWEjICVIVW441W0z1+GCVVT+Iw\npVIfbeLx1Zfzx/xHSLCmUx+uoMgzgFXeebgsiWTYizg352ZsJufWe31i5bU0RevQWvdo4vu6zzk5\n8wKao024zR7GrRpDUA8wtkfr0rkUWzpjuk7Y2l8KQZq1AJNw8OfCUSRbUwjrYWwm23bPO9ORRaYj\na4f3wSIsHJ86kGRr0k7fp9k1c1nZvJYLI2eT7cjYw7uvKIpy8OwuARWRUq4DkFIuFkKsVcknRVEU\nRVGUtlu8eDHjxo1j5syZmM1mLrvsMkaPHk2XLl3aO7R2VRuYz7LavyGlTs/Uv5HlHtbeIR3y7PZh\npKbNwWzusNd9Uz3XYDFn4bAesdt2Ge4LqPF/iF+vYF3jo+TFX4XAjIaV9U3PYsgA6a7TkOjkxY0k\nN244/9o4GN0Io5niaIzUAjpHJN1Msr03LkseszadipRmcuLOZlHdZAQmvq56hGRbD2xagDhLLi+t\nPYOoEcQknJiFk7AeoNS/kDz3sYT0FlLsnbm0cCblwSXkOHsTNcIsqv8XQSOEVXOR5ehN76TTKHQf\nywdlj1EVXgdoBPVmaC3pzcubxnBt0VSmrb+Jjf7l3H3Eu7t8DhomQDAkbQTf1n2ELg2+q5vNW5uf\n44TUM3CYnIgtI+/MnJovKAuVIdFY0bycz2s+J8+Zzz3d72vT+yWE4P8KL9/l+VGd/0xtuEElnxRF\n+c3ZXQIqTQgxapvXCdu+llJOOnBhKYqiKIqiHJqklHz++eeMHz+ezz//HI/Hw+23387NN99MZmZm\ne4fX7tY0PseGpldxmFPpm/EETsuOMzyUvSeEwGLptE993fbjcNuPA8AbWsCGhofonDKOiN5I1Ggk\nzdWaIHRYCnDa+uP1f4DAxuySk5DCjNOcT8gIYxVJWEweAI5I+RtSGsSMIAZRIrEodfpSYrTQN/0f\nlPq+wmZOp3fyDZT4vmFB3eO4TVl4Y9WAoCG8loK4YUjMhI3WPZBisplMe0+aow0saZxFqr0HH1Y8\nTOe44wkZfjb6F3JV0Uts9C1inX8+UpoI6SE+rZpGfaSKsBHAojkAgTQsRNCJ0+LpnjiQVc3zKQms\nQZeCfGfPrc9GSsk633Jaol6OShyAEIIUWzZ10VqK4npycuaFjF5yGVEjhgS+q/uS8b2f3+EZ4ceB\niwAAIABJREFUf1r1Eet8a7im8HrOz/kjZYFKMuyZnJV1LqWBzVuX2e0PcRY3cRb3fhtPURRlf9ld\nxbnngLhtPv77taIoiqIoirJFLBbjrbfeori4mJNPPpkVK1Ywbtw4SktLeeSRR373ySfDiDG/8mbW\nN75Mku1oBma/9btKPkm9Dmn49stYut5Ag3cisVjZfhlvW82hxfgiP+GP/Mzy2ltZXnszMcMPgD+6\nnkr/+4AkwX4MCfYj0WWYYKwaQwoChg9fpASAkN5EVWABx2e/zml5n2EIJzEsnJj9OrXBn/ih5hGW\n1D9D98RLcZvzWne8izVhIHCZ8wlLndXNH1IfXsfZuVPpn3orA1NHcVLmffRLuRKblsi/Kx7CaUrC\nbUnFY84g094Fh8lDx7jj6Bl/ChI7MUwk2QpY1vQlSxq/wGFOIio1ohgYmEh1FKFLjbpIAx9XvUkP\nz/Gcknnl1ufxZuk0ntnwD14vfYLSwDoAjk87hxRrPkK21l4alnk+xyUfj0Qj3tK6LK4iWM63dXMx\npAHA/IZ5LGlajC/mozRYyqZgGTrgNLu4o+udXJA7sk3vz9ixYxFC0KnTzpONnTp1QgjB2LFj96n9\nvvZRFEVpi13OgJJStm0OqKIoiqIoyu9YMBhk+vTpTJw4kQ0bNtClSxeef/55LrnkEmw2254H+B0I\nRquZV3k9Eb2GooTL6Zx0dXuHdFBJo4VQTT+EuTP21I+3O6fHNtLceBMuz+1YbYN22j+mVxKJrMRh\nH4IQAn/w3zS1TACiJMX/Fd3woom47Woy7auc+KtIcg7BaemISUskYtRj1lwEI1WYtHgK46/FwMyC\nmrvo4LmUiNTok3IPq5pepNz/Ob5YJQ2RdazxvktVYBESOCd/FmbhIKR7aYlWkO3qz5FJV5PvHgJA\nhrMfK5o/QxCld+JFdI4/nU2+b3GZkklxdKMqtJYFDe8T1lv4rPpJCt3HcUTCeXxb/wohI8gP9R9g\nEOOGzq+zvOlrPquaTq/EE4nKKBZhoyJUTpqtgKZYgJXehZyQfgk94gcwp+Zd+iQOIcfZmWxHJ94u\ne4LFTXMJ6CH+VNi6m50v1oyU0N1zNNmO1llKDZF6yoMVLPUuwqRZOCn9LABOzxqJy9w68+iVkpdY\n51tLrjOXPGc+t3S+A3/MR4I1AafZyblZ59InsU+b35cSfzkrmtdgSAO73c7GjRtZuHAhxcXFW9ss\nWLCATZs2Ybfbt+u7t+33tY+iKMqe7G4JnqIoiqIoirILDQ0NTJs2jccff5za2lqOOeYYJkyYwNln\nn42mqW3Nf1Hpm8PS2ocQAo5OH0+q89j2DungE3Y0a3+EZcfaX7HoGmLRxUTC3+4yAVXbcAvB8Ndk\npX2E3dobt/M8JAZuxxmEoqtZW3Uiic4LyUmeCEB1y0vU+WbhtPakIOkBhNBYX383Ub2RePtQIEym\np3XGTThWw7rGKcTbeqFpTrLcZ+CwFBCIbSbZ2RrPusaXWdE4CSkFbksnIrEmojSy2fcfWqIbWNow\nDZuWSFCPsazuBeoiy8hzDttSolvwXskVmDUXnTxnYjUls7xxFtmuAZQHfuKbmmm4zCkYaCSZO5Pt\nGkTYCPFd3dvEW7JItC5iTcsc3OZU4iypuElGE1bW+hcTMTQMaRARBg7NhWEYfF//AREZoi5Uht0U\nTwdXH8qCq+nh+QOVoTeJESHf1YMUWzanZF5BRbCEZU3z6RzXi0Ep5zG79j3MmpVZZa/QO+EYriwY\nzaKmedSFawkbYcyamT6Jx9EQaWJe/Td8Uv0RD/ecQlWoiq9rv+KS/MtxmV2MyLmQNS2ryXbkAOA2\nu3FvSU5ZNStnZZ+1w/sspeSN0vfIdmRwfNpx2517edMslnp/JjNixuVy0adPH2bMmLFdcmjGjBkM\nGTKERYsWbdd3b9vvax9FUZQ9UQkoRVEURVGUvbB582YmTZrEc889h9/v57TTTmPMmDEMHDhwp1vY\n/56tqHuSTc3vYDelMiD7KezmlPYOqV0IYcGW/NpOz1ntJ5OYOhuTuXCX/RPibsBiLsS6JYGlaW7i\n3VcAUON7k6g0o2mJrKg8C4splYheQTD6M4HoMnISRmExJVMf+Jio3khN4AuQOhlxIxDCRH3wO8p9\nsyjzfQDopDoG8m3FlbRE13BM+jOkuQZg0mywpay2N7KOGBpgQsZaCBsWNvm+JsNeTAwTma4BJDm6\n0hJtISrNOLUE/IaXqB7kJ+/b/OR9h5gUZPp7ETZC1IXX0tE9BBBURzbw7uZbMSSAoD68ieLkkaxq\nmYPDnMwlHR4H4JGVZ2BIA4mJCBqGFCTZOvLkuhvxx/ykW3M5MuFkLk0ayLy6jwkYMfqnnkOfpKEY\n6MRbUigNrOe9sumUBteiSzgm6QQGp55OaWADdi2BL2s+ZrN/ExEp2RhYC8CHVR8wqdfTrG1Zw6zy\nmRQ4O9A/eTAeSzxvb36LBY3zGZR6PN083Slyd6TI3XGvvk78eoD3yj8l1Za0QwLq8oLzWNG8lu+t\nswEYOXIkY8eO5dFHH0UIgZSSt99+m/vvv3+nyaG9bb+vfRRFUXZH/fecoiiKoihKG6xYsYLLL7+c\nwsJCnnjiCc4991yWLVvGf/7zHwYNGqSST9swjBjzKkexzjuDJEdvTsid8btNPv1CSkkkshgpQ9sd\nF0JgtnRBCMvWY4HwD8T0eirqrmVT1TDstuNIShhLc+BzYnoDUka3GTcKGDhtg/FHVtAU/IKCxHFk\neG6hU+obWEzJSCnx637CmLGYCgljobT5TQwZJcN9OllxFxGRYDcXsbrxBbzRdRiYWVh7J1JKDCwI\nkUoUsGhJgIZZuPDrzcTQkAiqQj9jSAsZzr4Up97G+pbPiUkNr95CWJqISY2YhJgEgY2q4FqSrZ2J\nGYK1vkWk2fuRYC7AkKBh4fzcCfy50zt0jOvPuTkP4jJns6ThUzb5fiLekkOOozsFrl7YtQQMCREj\ngj8WRGKiMlLJG5sf4+GV1/FDw2esbF7Ap9Xv8MiqWwnGgqz3/cxja+5mY2AdUUPg1OIp81cwYdVY\nVjT/TGlgEyBY5VvDBn9r8qnI1ZU8RwFmYSHf1QHQaIw2Mzj1ZDQ0Lsm/jNs630HXuG77/DXiNrt4\n4IjR3N39xh3O5buyOS3zeLQtyyzPO+88qqurmTt3LgDffPMNtbW1nHfeeTsde2/b72sfRVGU3dnl\nDKj/2gFvB2oXPEVRFEVRDndSSubOncv48eP597//jdPp5Prrr+fWW28lPz+/vcP7TQrF6plbcT2B\naCWdEy+j2++s3tOuhEIf0thwNS7Xn4lPuHfX7SLL2FxzLk77Ceh6NZHYRiQxGv3/pKzhDoRIAGGi\nZ/YihDCRlTCKjPjrWVIxjBgCu5aDN7yUTU1TibP1pau5Aw2hH7CZMgnpVaS4TibQ/CqrGh5ECA2L\nKQvdaJ3dhIijtOXfSCkQQsNpzsMX28ziuoewm1LQpJsWowUhBB09w1nZ9CYAAisRGQGgKbKJVEcP\nJAIpQYrWsaNSkG7vTn14Ay5TBjXRCpZ6P+GI+FNZ4f2MksDiLX00zs25l+pwGd/UzmSD/0eK3Eez\nwb+INS0/0MMzhNpwBQOyR5FmL+DJdbdi1VwkWfMoDWwi2ZpNXbgciaAxWotJZHFLp0ksbpxL2Ajy\n0qbJVASrAA2TEGhS0BgL0BxbD0BX95Gcm3MxYSPEtPWT8UabGZJ6MiPzLgUgYkRpjDTR0d0Zb7SZ\ne1bcx6jOt9AroSfdPN1Z4V1FUA9RnNR7n75OunqK2tQuISGBYcOGMWPGDAYOHMiMGTMYNmwY8fHx\n+6X9vvZRFEXZnd3NgPplt7ti4C9A9paPa4G2V8xTFEVRFEU5xBiGwfvvv8+AAQMYNGgQ33//Pffd\ndx+lpaVMnjxZJZ92oTawmM83X0Yo1kTf9H/8rpJPUkqikYU7zHD6hcXSC4u1PxHDSzS2cevxQOhb\nQpFl6IaPcHQ9VnMRcc5zSXBdRn76R3TMWo4m7HgcQ0hyX4LV3IGwHmRt7fVbx9CEDYuWgSENchL/\nDsKKBHyRdcwpG8JPdXcSjOmEpMbG5rc5Just0pwnk+zoz4r6SWzyvUuf1PHEpEHIaCTfcxFhQ1AR\nWsO/Nl1I1NCwmwrpk/p3DAROcy7+mJ+INBGVGjo2olIATr6reZX5da/QO+kaotiISBMxw0RUmqiP\n1GI1Z3JS1p1bIhesbVlEoqUTTlMyxUnD6eo5iTUti/io8inW+ZcigZihY0gI6FFCRoTLOzzM7OpZ\nPLF2FOdkX8eFuaNJseVjEXFIaSWGCRAINKrCFYSNCKdkXkCSJRuzcJBoTUEiuK3Lg5yVfRmGBLvJ\nw58LR/OHtFOYVf5Pkq3pPHDERK4tupnhOb/uUPdayRvcs+I+zsw6l5F5f6RLXGdyHNlbz09a8xQT\n10wjavw6S+1AGTlyJDNnziQcDjNz5kxGjtz9Tnp7235f+yiKouzKHnfBE0J8DfSRUrZseT0W+M9B\niU5RFEVRFOUgCofDvP766zz66KOsWrWKgoICpk6dypVXXonT6Wzv8H7T1ja+zYrGZ7FqHgZlP4Hb\nmr3nTocww9AJtkwEYcYZdyOR0Mc0N16LxXYSCckv79DebM7B4bqEmoa/gLCQmjiOSLSE0toRmLVk\nMHcgGFlMmuc20hIfoqJpPLWBT2gMfkbX9Bm4rD3ITXoY3QiyuKwvMaMBgLKm1wgb5WR4/o/GulWs\nahhPSK8gy3UBJlM8fu/rSGIYIoSUFqRw0BhaS9AQfL75YtIdf6A5WsqqptfpkXwTLeH15LhPY3nT\nLEAgkUgsVISWUuQZTr+0O1nj/Yh1LR9iE4mEpBekgceSSzDWSItezfy6l+jqOQWJgSE1DDRMWEmz\ndWJTYCEzS/+OwIbd5KE52og31kynuH6k2Loxp/ZRnFocSdZ86iNlxAyN0uBmooYdnRhLmxYADkJ6\njEJXL+ymRN7c/AzN0UYkAq++mZ6eYnrG9yXRms5y7yKcpjgiRoQ+iYP5oPIdhmdfTI/43kgJRe7O\nW+5TcETCUTyxdgqLm35krW89JmEj0ZpAn8Rfi3AfldCLqlAVGfZ0Eq2J9Iw/Yrv3+S9FVxKIBbFo\nFg60s846i6uuuoq7774bv9/PmWeeuV/b72sfRVGUXWlLEfJ0ILLN68iWY4qiKIqiKIeF5uZmnn32\nWR577DEqKiro1asXb7zxBiNGjMBsVnu27I6UkoU14yj1fUKSrRODsqZi0qztHdYB528eSyjwIgBm\nay/MlqOQ2AiGPiNOr0XTEohGS2j2v4rJlEqi5wacjlMwWY7CH/6RFBmjvOEWDATx7mtoCS9GSkBY\n8IV+oM73KuDBwEdZ0yTS3FcSM/yYTC6Kc5cAGkurr6U++CUg6Zt5DjFpI2pUAILa0EKCegW6BIQZ\nt6Un/vAiYkYDPzWMJxDzogko8X8BmKgO/Uxd5b38IeMBrKY47FoyIaMRJEjAAL6pmUTQaKF30mUc\nmXgJ8+tfxRf2EpMxDD1M0AiT5zyOEv98fvJ+DtIMSKTQiBKlIVrH0IwxfFg5ASlNBA0vMamRbMnE\nriUzc/NjSAQtug+LyYUBRKVGNNaCEKBLE1GizG9sLcQtIhreaAMtMS8CK7rUEQKOSR6K0+yhIljO\n8uaVfFrzKVLC2ZkX0tndnW9qvyHLkc8TaydhSIO7ut2PzWSnKlhFfdhLqjWdFFsylaEapJSUBytZ\n0LCIUzOGkm7PxK4lENDDJO7k62Jfl97tiq7rLPhoCet+3EjHozpgGMbWcy6XizPOOIPHHnuMESNG\n4HK5djvW3rbf1z6Koii70pbfqF4B5gsh/rnl9TnAjv+toyiKoiiKcoipqqri8ccfZ9q0aXi9XoYM\nGcL06dMZOnSoKireBroRYU7FzTSEVpHnOpF+mX9r75AOikh4HnqsGkQCVutxWK39EZqD+KSXicU2\noWkp1DXdRYv/pS0JIIHNehQ2a0+isWoMo7WQeFLcVfiC+disR1La9Ch2Sw/S4q4HDDqkPEUo1sSG\nhnuoCcymJjAHCUg0+mT9m/rgt9QGvkQTkOX+I2sapxIxvAC4LAXEWfvh9c3CjBtd+qgOLyLe2pP8\nuJNBmlhSP4Wo1DGk2LKrnSBmtDC74g481jyyXCdSGfgBX6yBmNTRkYSlD0OaWdzwBiekj6EuXErY\nsCAAv+4l0ZJLU7QWHQ2knQgxJJIurmMpDSyjJlLK7JoXubnLuzyz7mYao9UA1EZrqGmYjSEANCzC\nTt+k0/mseiYxWpc0SimRCEADyf+zd95helXl+r7X2vtr02smyaSShNASYhI6KEVAkCJdhGNDpCjS\nJBas6FFDEwRRBPFHOYDgOSCKCHhEegvpkN5nJpNMn/nqLuv9/bH3DHJACJAQwHVfF1fm2/X99reY\nTJ553uclRBiWHEtroYVLJl/NlUu/RyhFxqV3wlFJblx1Db1+X/zEwAj8bfMjzKzbi1f6H+W/W/6A\nJwH71O3LVcuvpxQWOX3cZ1iTX8exI4/m+FGfGvq8f7nyJp7peoExZaPZVOzi+e557Fg5gebM8G26\nzsIw5FuH/5glL6yklCuRKk/R3bDhNcecc845lEolzj777C265ts9/p2eY7FYLG/EWwpQIvKfSqmH\ngAPiTV8QkXnbtiyLxWKxWCyWbceKFSu48sorufXWW/E8jxNOOIFZs2axxx57bO/SPjDk/U7+3vpV\nvLCL3erOZKe6z2zvkrYqXuGvaHcMbmKX1+3L9l+N5z1NfeNfSCRfdbyk0geQin9kzqQ+SsmbQ8nv\nxpeN5EpzyXrzKJh2qjMn05W7j/qKk6jKHMGG3p8RoMj6y+nKP0Bd2ZHUln2SuW0nDU2ZK3OaKYV9\njKg8nsWbv0nWX4IRTW3mcHZq+D7/WH8kHgkUin2b/8j8jh9hcAiVpj51IBuLT9NdeoWk00htahc8\nAUdVEZBFRCEkEXy00igSrM49TjHoxRMnalBTYERhACXw6MbZKJVC4voQYSDIUTAbOaTpKyzufZyW\n4lJA8crA8xhRQIIeM8CjG2+hy9scu6s0BggARKMx7Fw5nXK3jqIpxE9WoVAYAaWiSXqgWdy/CE98\nHu/4O8NTI/BKm1hVWMrz3U9z9MgTuXv9bVS6dYwuG8PcnpfwJeCk0afS4+Xo8/s5YeTJHNJ0KGfP\n/SqBCVmfbePHu/2QkZkRr/m8Tx59HJMrJzG1eleohhGZJnat2hGAhb1LuWv9g5y/4+cYnt66kx5f\nfGg+S15YSTEbiXDFbJGOUjdBKhg65sADD+TAAw/c4mu+3ePf6TkWi8XyRrxZCPk/Uwb0i8i1QItS\navw2rMlisVgsFotlm/Diiy9y4oknMnnyZG699VY+//nPs3z5cu69914rPr0NNhcW8nDLF/BMlr2H\nX/ahE5/CsI2Bni8x0B05PnLZW9nUvj9h0ApAVe3V1NTdjJvYfegcEZ9NPd+mP/cAQdjNQOkZ+r1X\nyGQOx0fT1ncVjtNMKIqu/J/Y0PNNXtowlSWbTqOx/EQSuh5Fkpb+e3ly3a6s770Z3/QCilA0oqs5\nYNx8JtV/j+bKkxEpx8OlLf938v5Gdmv8MZAhFMVjraexIfssRqBoCnR6awhNBSVx6Cmtp60wnwCH\nQEICcRFq8BFCNCUT0F5YxUAwgC+RwOSLiycuQppQote+uLhUU+M2A5pANDXJUUytOZLJVQcysXJ/\njNE4pEioCkJcQjQuCbq8zSjSBPE2QaMkmpYXiCbpVFMMfarcEWjSQIqScQiMi28URhSKBDNq9yMU\nTSjQ7fWzR+1BJFUlBzYexn4NB6LIsKnUyQvd8/BE0+sXuXTRD1jU9worsis5dPjhJJ0k4zITCVE8\nuvkxnu9agG+C16yHxlQDH286EFe7uNplWs2uQxlP83uXsnRgNetyrVt9Ha6ct4ZSrvTatemFhKH5\nF2dYLBbL+xslIm9+gFLfJ5qEN1lEdlRKjQTuFZH93osCtwYzZ86UOXPmbO8yLBaLxWKxbAdEhEce\neYTZs2fz2GOPUVNTw7nnnst5553H8OHbtoXmw8iKvgeZ1/EL0k4lBzVfS+UHOGzcLzwMKkkifdBr\ntosIhewNuIldSKYPordnFvn8HTQ0/pVkcioAJW8pCXcMWkfh9F6wnjUb9yaV2A03+RF6cneQ1HUk\nEvuRLT5DiX60KiPtjKE6cwBliV1Y33ctmcQupBK7UpmaQm9pLh3ZP1IKW2ksO4qazMEs7rwYQZPQ\n1Rw89jkAHl57IKWwmxDQKJrKj6S7OJ9i2I6rq6lJTmZTYTElCRAgpcopSh4F+KKodMeRCzfRlP4I\nrYWXEAmpdEfSHbRjxEEARQIBEB+jFCKglIMv4BC1tBkUn2r+Efe3zsYzBarcYeTCIkpBSpfTH3QA\nSUZndmZtfiEAO1buz6L+54jkpihgKhCFxiUkJKlTFEwA4mAwKGBqzV4s6J2DYPBFUeFUkQ2zfHOn\nH3Hl0svwxAcUFU41/cEA39nlMoanR3DWnHNwlMaXVwUbI/DxYQdzbPMnuX7lb6lN1nDwsAN4ouNp\n+vw8c7oXcdyoIzl1zDH/ct0UwhJpnSQXFvj5sjuZVjOJo0Z+dKu37T7355f4z89cM+SAAkhXpLj0\nzgvZ+6gZW/VeFovF8k5RSr0kIjPf+sgty4A6DvgIMBdARNqUUpXvoj6LxWKxWCyWbU4QBNxzzz1c\nfvnlLFiwgObmZq688kq+/OUvU1lpf5R5J8zd/CuW9/0PVcnRHDrqehLOB3cyoIgh1/MlIE3NyBWv\n2aeUoqzyK0Ovq2t+RkXlLFCRkFEozWf95iNJJmZgKDC64bck3bGMarwb1xmFkTwKzbCqC1nUNhOt\nqkHANwVKZjnDqs+jrvyT1FUcx6bsn1jScTEJZwSFsJ269IEEZOj121ibm4USB61cmso+SVdhPsWw\ni8bM3rTl/kYgAfXpQ2jJ/Q2NS01qJu3FBWi/j6rkNDaX5iACmcRYgmA9JZMDHPqDVgShvbCIQASD\nS0/QQ2ii9julfEICRFQU7m0CAnScpaTwRCMYHNLc03JZ/JRceoJuBn+3nQ3zJFUaT3wCCTm46Qs8\n1H4H2SBq+atw69mr/uM8vOkeTNzGt0ftwUyr2Ztfr7oizntSGIReP8f5O/6Qldml3Nd6N2MyE2gv\nbWT20p/x+XFnc+PqX1Kmy/nqxIvp9QdY3r+aZf2rKNdV1CZrSTpJPj36RAyQ0A5jykYDsCK7mrpk\nLV+ZeAY7V+1IZ6mbJf3r+EPLX/nE8I9Rm6x+3bpZObCeC+dfwXHNB7N3/e4817WQwARMrhrPjpVj\ntuoa3eOIaey850SWvLCCUs4jVZ5k5z0nsccRWzfo3GKxWN4rtsQB9YKI7KmUmisi05VS5cCzIjL1\nvSnx3WMdUBaLxWKx/PuQz+e55ZZbuOqqq1i7di077bQTs2bN4rTTTiOZ/PBPZ9sWiAhPtv+AluzT\nDM9M56Dmn6HUliY5vH/xCn9GqSSJ9GFD28Kwk6I3l6S7M9qpoa3zcyiVxtXD6M/fw4j6m8gk92DZ\nxn1RKgPSTW3FV6mr+CxL2g/HUVVMGfXM0PUK3jIgiZE8a3uuorf4D8bXXUZTxfHk/DWUuTvwTMvR\nFEwrCV2Hb3oIBUIcouwjQyiKEBdHpQmlSHVyDzpLCxAcTJSehBJNY2ZfNhZeRJHCl3zsHxLqU+OZ\nUXcRf2q9AFcJ5XoUfeFGAnQc6x0FfPvixhPv1FDodzQNbwAhBISUqiIXZgljQUqA+sQo9mw4loU9\n/2BNfhlRJJRiQvlUlmdfIcTQlBpDICVOHn0eCZXkmpXfZkR6DGeM/xY/eeVCPCmRVBlOHX02t6y9\nBkFhUKR1hqIUOb75dGqTDfR7/dyx/ja0UoRGKHOrmVk7jd2qd2Nm3R588YVz8IyPUlFtg86qareW\nLq+Pjw87gDMnnA5APijgKE3KSQ19Xi92LWR9oY3jmw9/Q0dTW6GDby+8lhNHH8pRIz/GK32ruWHl\n/7Ai28Lv9vwOIzMNLOlbxyULfsVXJh3HESP2eldrdHAK3qr5a5kwbRx7HDENx3He1TUtFotla/J2\nHFBbIkB9HZgEHAr8FPgicJeI/OLdFvpeYQUoi8VisVg+/HR1dXH99ddz3XXX0dXVxb777ss3vvEN\njjrqKLT+4Isl24vAeDzacgHdpRVMqj6aPYd9bXuX9K4QMYCHUun4dYkg2EAiMRGATZ2fJ194mBAY\nXn8LG7vPiM8sx0iOEfW/oTJzOEvaZpBwRpD3Xo6CuFU6ylMSn2RiMvVlhzG6JnpWizedRU/xWSbW\n/ZhS0Epd5kBebP8soWQZXn4CLdn7AEGAvYbfwnPt5yCECFCV3Jm61EyW9f0eCKlLzWRTaSHEjXIi\nICQZV/FxVmUfBgbb4yJXkYjgi0NaNZCXbgBCUdHcOwUhilBcjICDxo9n7YFGhHhCHiRVikCEY5ov\n4t6W2Sg0g3anAAU47FV3DM90PYCjHDwDu1TuzaKBF4jTxplacwA1iXq6ip30Bh3sWj2DzcXNrMsv\np73Qhh9fJ/6kAEVtoo5OrycKKxcQFOVOOdkgS4VTzUCYpcKpZHLlZFoKG2kpbIxa+xR8sulwtNIs\n6n+Fgh/QWurg06OPZl7PMvaqn8onRx68VdbU39pfYE7PMi6afCoJ5fB81ytcuui3fHXScRw36oC3\nvoDFYrF8gNmqAlR8wUOBwwAFPCwij767Et9brABlsVgsFsuHl3Xr1nH11Vdz8803k8/nOfroo5k1\naxb777//9i7tA08h6OWhDV+lGHYzrf7z7FJ78vYu6TWYYA1ez1m4FRfhZj7xuv25vh/gFf5MdePD\naKcegK7OT1MqPcvwEfPRupbO7q+Tzf8Xwxv/h3RqHwrFJ9nUfQmlcD21ledSVXYM7T3fJ+s9T335\nZxle+1OUUixp/wxZ7xlGVc6iM/cgA+ESEqoCrVLkwy5cXcPU4ffSVfgHOW8JfcUXyAcl6dPRAAAg\nAElEQVRZfArx1DlwVRpPPIBY9lHMGHYV7bnnWJv9b0QEV4+gYLpRQCDRxDiAHcqPYUX2z9FZSiM4\nhGJQCL5EvibiaxocjED0o3zkcDLxPwEi55NGq8Ftka9JUEPT5kQgEAdBMaZsV9bnF6MUNLg70O6t\nQ4miuXwSnaUusmEvFU4N+TCPqzLkTZaUSrNvwxE83H5/lCsVi0wVTjU9QT9jM+Po9fvoC3oBSOk0\n02v2oCk9gsmVu+CqBDet+TUthTZEojprk3WcOOp4lgws5amO5yhzy+kPcoTGwVEuI9P1fHfXr7O5\n1M2wVD29Xj8XLvgxVW4lvX6W2kQlt+z5s622Fgf51Yo/8fv1j3PdjK8wpcbObbJYLB9+3o4A9Za/\nDlRKzRaRR0XkEhH5uog8qpSa/e7LtFgsFovFYnnnLFy4kNNPP50JEyZwww03cNJJJ7F48WIeeOAB\nKz5tBfq9Fh5Y+yUKYR/7D7/0fSc+AUjYggQrMP6CN9wf+Kvwwo10dZ1GGG5kIPs7Sv5KtB6J769h\n/cZ9QNWQTM7AcZrpyz9AIjGFkcPuoTz9carKjiadnEpj9bfRzi7kwxzZ0nwGinPJ+1Go9vqB68mF\nrYSi8EwBpUcBGt/082zrkSzrvoKyxC6Mrfsu6IpYfEoS4FKR2htDLAihgQQJZxiiEoS4+KTIhr2E\nEpmNDMQCjGZDfk48yc6lZDS+EULRJHUzIcl46pyLbxx8owlj0alkwDMJjKQIxCEQHU22MxpfNIFA\n0WgUFRijKRlNSZIEEk26W51bgkiSYujS4rXgiaaIw6rcarJBgYRUUzIapcrpC7KI0YzJ7EaCDIID\nsRjmqDTjyiYDinWFdQwEA4jAJZO+y171B/HKwCq6vRy3r7ubpsxwLtvtJxzSeASecXBUip9M+RFp\np4ITmo/nhhnXUpcYTmg0E8rHMTzdyOzdv89AkGfWgtmc+9IP+PmyW9mlckfO3OEU9qufzqU7n7tN\n1uSYsmE0pWupTVZsk+sP0ufleah14esm9lksFsv7mS0JIT8U+Mb/2XbEG2yzWCwWi8Vi2aaICE88\n8QSzZ8/moYceory8nK997WtceOGFjB49enuX96GhLTeXf2y8DIXmiFHXUJeesL1LekOc1AGkhj2F\n0q+fZlgqPU2h9L9oZzy+vxDfX0Nf/1WIdDGs6QU8fzl+sJZs8e8oXU9v7j4291+OwaG+4ouUl/8H\nS9pPoSz1EfpLLyISMOCvZHPuT7i6FiNZAlG4OoknJQSH8tRejKw4jUWdF0OcmQSKfm8NG3qujlvI\nXKoTu9HlLaSt8BJl7o5knCpGVxxNn7+eZ9q/STHsREmGEgFRDpSiIjEO3+vEIwe4BKYbE4tR0Z0i\n51Kd20h/2Ani4InBiBNlQYki7dQShr1oJSiSTKzYj9XZhXiSwwiEQ6lOmqpEM63huiGn1KB7ChRF\nMQgaZ9AhhUZE8CSgSI4hmxaaosCCgQW0FttwcKlLNJANS/SHfQyEBRRpRqaHc8iww1if38CIslFs\nan+Q9kInxWAOvUEP+SDPlauu5+X+JQiKgxoP4va1/83fO55mStVOfGfXCzh17HEs7H2F9fl21vYt\nIxcUaEjWMqFiLCuz68nmWxhfPpp9G6azb8P0bbQi4ZPNe/HJ5neX+7Ql/GbFP7hjzbP8p5zAUaNs\nKLnFYvlg8C8FKKXUOcC5wASl1MJ/2lUJPPPGZ1ksFovFYrFsfYwx3H///Vx++eU8//zzNDY28uMf\n/5hzzjmHurq67V3eh4rl/Y/w/KZfkNQVHD3mesoSDdu1HhO04HWfilP+JRLln3vdfu00v+F5rjuB\nRHIvysq/hJvYEaVr8EwXAEplKMscwqjhj7O2/cBIctHVVGWOo7/4CFqlWNf1dYQ8BW8lIgGaCkJy\nCIqiyaFVOQbImQIKBwS6ii9gSBHJM1X4ZEFgXfbPpHQjBelCoej2FhOKg6iAbLAOrSbwfMeVGEzc\n/KZfnUKnFKHAplLrUKg2KEJSaByUymOMIsrL1vSUeqlJ7EJ7cQ1KBYREgeYigmOEwETtfyEBhdBQ\nCEPC2F2FUhhRhOKwvrAOEyU9DWVB1egGesOOaEKdcvCMEIrC0eAbB4YELKh3h7HJ74hqjgPBp9V+\njKe6niDyfCmWZpcAimk1M2kpbOLB9v/lofZ/YAhRaLr93vhIzfKBFbjKpTpRw7zeJbQW2wEYXRZ9\n/rtVT2a36slcs/x3pJ00WmlSTpKfTb2EZf2rGZ5uoNz94E5t/L8cP2YmvjHs2zhpe5disVgsW8yb\nteDdCRwN/DH+c/C/GSJy2ntQm8VisVgsln9zSqUSN998MzvvvDMnnHACHR0d3HDDDaxbt45LL73U\nik9bmfldd/N0+88pTwzj+PG/2+bikxm4EtP9WSTOQXpDpD9utVv1tq7tOMOpb7yPTNknSSQm4TqN\n1FR+g4qy0yn66wBIuhNpqLkGT+ro91ZSU3E6tZUX0Vl4HkePIxCFJyXQ9UxtforqzLE4ejyOrieQ\ngMkN1wCQ0A2UJWcQiqazuATPaErG4BuHkrgMS3+M6cOup2gS5I2Lo0bgkcAzGs8k2FSKxJ5QNAYX\nT1wCSRKKIjBR/pKJc52MQFE0vgQUTRHPJAlIUhIHz2j6w046SpsoisEzLkJmKAcqF+bwJEEgSUCz\nPPsiBePjiYsft/J54kTZ4hKJUb4kCHBQKLrCLgKi9sBQwBeHEIeSifKhIAo1V2hyYRC9H3HwQ830\nmn14svMJRKBMV1LjDsM3Lgc3HsHRzceSDaNsLEc5iCi8UBibGcdOlZO5Z8ODVLtN5ANDfaqBU8Yc\nQ1O6Cc9Aykm/5nO/YMcv8JuZP+G3q+/ngdbHcZRml+qJ1KVqSDlvPgXz/g1P8aUXrqLHG3jT47pL\nA7QVut/WetzaTKgcxrenHEVdqny71mGxWCxvh38pQIlIn4isBa4FukVknYisAwKl1Lb3lVosFovF\nYvm3pa+vj9mzZzNu3DjOPPNMKioq+P3vf8/y5cs555xzyGQy27vEDx3Pbf4VcztvpS41iU+NvYmE\nfg+ecelJ8J4DKfzLQ0TX4tbeRqLqh+/oFpv7rmZDx5cwJkdd9QUUTC+rO45lY+/PmbthHBv6rqLE\nAPlwDb35R+krPEnOW4Bol0A0BZNHq2oWd3ydDbmH6AtbGQh7qUwdyryO8wkkzfCqL7G5tIKSJCiZ\nAQwZPEJCXASHdfmnaMs/jS8OIi7aqYVYFArQKNJUJHaA2O0UiiYUoSgOBUlEAhSKwCgKkoiFHQhw\n8UTiYXSaAI2PJi95JH7tmSDKgJLId4RS+KIoGYVvIlFLiHKgBCdu6dOEokirWgTwjcIzKjrOEIli\nxmFEeixR7LkGHAIBI4qi0fSFA2hSkYiGZnrdXlGOlNH0+HkmVEwG4MXuuVw8/3s8uulJQhRNqRGx\nsOWyNNvCgt7VzOtdzMbiZgya8eXj2b1mVzbkO6lwKjlx1JGv+8xzQYGH25/lT61PvK21srhvLauy\nbfR62Tc97ksvXM9JT82mGL6JcGqxWCyW1/GWU/CUUvOA6RIfqJTSwBwR2XbN01sZOwXPYrFYLJYP\nBhs3buSaa67h17/+Nf39/Rx66KHMmjWLQw45BKXUW1/A8o74W9tPWTvwBKPLZnL46B+9Z/cVkwPJ\no5zG124XA5RQKkPv5k8QBoupGfYsjvvGOV8iIf25O0klp5FOTkHEEJpeSsFa1m0+DpEApccwsu4H\ntPVejRe8jKPH4JsORCURCUk49QSmmqJZTyAlFCkCKeEoRXlyGjm/jZLpiqbViUJRRcAAGbeBTGIq\nmwtPRqKQRO1wSkCRJCCIHUhpAvERohY4BDxROEpFIo4oiIPCfTRaRaKRQgESO6CinCYF+KLQKEI0\nEktAVYlRbC5tRBO1zDnxn6AIzWAiFXHgucKIDE3fi/ZFrqe65Ag6SpsIRcXRT/FkPFHR1DwTtQaO\nL9uRNbmVKKXxxAwdF4WmR8JUuVOBoxQj06NZml2KkSgsPaPTnDXhc1y1/MbIM6UUZ47/D25cfTcO\nCk/8SDBD8f2dzwOl+MmSG/jMmGM4pvnjLOxdSrlbxoSKMW+4JlZnW6lKlNGQqv2X6+/RjS+RC4p8\navR+AAQmpM/PUZ+qetN1+5sVf6W92Mt3dzvFfl+yWCz/9rydKXhbIkDNF5Fp/2fbQhGZ+i5qfE+x\nApTFYrFYLO9vli1bxhVXXMHtt99OEAScdNJJzJo1i+nTPzC/7/pAIiI8uOE7tBXmMbHyYA4e+fX3\nvAYTbsKEbbjJjwxt6+s+E6/4V+qanscvPUtQepbymp+iVIJc/iG6e7/NsIbfkUpOIwg309l3Ob25\nO1HAqMaHWNdxNKh6fNNBZeoAIGCg9Bwh1YRkURiGV57J8OoLWbjxdMoSE9mh7lKeatkbROI2sBAP\n0GigAl9yNKYPoKv0FCWjAY1S4DCcomyOH6gmQAhIICKx0BMJPiIGPSg+KQfPqKH9CjMk2AwGiiuI\nA8AVHgoRF4F4ah6IROcKKp6QF4lKIoogFm6UGJSKRK1IzInCwgdzpUycXeWjaUw24agE7aVWQqMx\n0dVi+Qtm1OyLo9I80/0PQnHiTyq6tlagcSgZie8TnT3YbJFWGQbCEhKLWABKKcp0Fdkwi4hwaNOB\nPN01lwllo9HaYVV2HaXQ4/PjT+DQ4Qdw7bL/4pFNz/H5cUcjSnPE8H2oTLx1+1l3qZ+fvnIXJ435\nGHvW7zS0fUn/Bi566VcUjMffDpqNq503uYrFYrFY/hVvR4Dakil4q5VSXwN+Fb8+F1j9TouzWCwW\ni8ViGeT5559n9uzZ3H///aRSKc444wwuvvhiJkx4f05d+zBhTMh96y+ms7SCqbWfYp9hX9429/Hm\nonQTyn01LNyE3YTBy7jJ/cl1f5HQX4hbfgaJ1KGUin8jDHvQTjNKpUmXnYBkPsWgmBGELYSmne6B\nW0glpxCG3fTm7mTwV6prNn8Gg6I8MYnA6yOTnEF95ReY3zodGECrMkbX/oi2gbtIJZ5iwH+Zfm8x\nStfGYoqiJGEU3A2AQ1LV4ItHS2EOJm6rM0QuJ186EBKAQURHEeKxqymSlgb/dAjiMHBfHECh4zsE\nogjERasordsgGNFRALfS8bQ7htrdRAStVdx6F10/lOgekfijkTijKQoy1xgxsT/JwZjI7yTEIpdS\nbC5tJhRnyF0FClcpjIQopfiP8eewYmA5SwYWk/ULFKQ09HkGonBIEoqPUgxdJ5r6ByZ2gbnKxY9d\nV2Eo9IVZlIJTmo/hvra/kzdF9mvck2tX3MEuVRP46dQLh+6xsHclgmJe7wrm9S4nrZMc0/zRt1x/\nq3MbmdOznKZ07ZAAtaBnNefN/RUz6yZx+tiDrPhksVgs7xFbIkCdDfwC+A7R3yH/C2ybn1AsFovF\nYrF86BERHnroIS6//HIef/xxamtrufTSSznvvPMYNmzY9i7v34LQBNy79jz6vBZmNJzOzIZTt8l9\nJNyE33Uiyp1IsvGRoe2Fvm/gF/9KRf29JMvPwC/8hULuJkqlZ/D9xWg9jGEj5gMQhB1s2LgHZZlP\n0FB7BWVlR1OeOZ5VG6cg+T8gupl0Yl+K/ssYCoT0AYqm2m/S1ncTHoaW/puGRKLhVeezuudqfLOZ\njQP34kuUgbR+4I44CDxy6EjsKAIohDn8oVY3Z8iZNNiOh9KIRO4lIxpEUCr6Opog5xAiuMSB4oMO\nJ0UsFLkoFWUo+QLgRJPjohvgi0JwBv1TkThmBBFBcPCHYl2jCXYJyl4jELkkMOJjVCRaebEANuhg\n2qvmYzzT/WTcjhdN2Usol5TOkA0HOHb4yXxr4bfo9DqYWbMHi/1lZHQ5NYkKmjPNzO2dRz4MUCh2\nrJjMy/3LUEAoCoWiKDAs0UB/WGBEuppckCcfhORMIXqT2iVvCoCiMVXLtJqdeal7Cdcuu4vmsiaG\npWvZqWo8bR3dzOtdzpfGH8vBTVv0y3Zm1O7IldPO5r6W53ipeyUz6iYyrqKJvet34lPN+zC9zk6R\ns1gslveKtxSgRGQz8On3oBaLxWKxWCwfYnzf5/e//z2XX345ixYtYtSoUVx99dVDIeOW9wY/LPL7\ndeeR9Taxb9OXmVp79La7mW5Al/0HKrH7azYnyz8HqhwnsStuam+SmeNwi3+iVFpI3l9EVdnJhGE3\nA/kHKXnzQZWhdSVrNn2SUrAKIQVEDpswbKcYtiMoypK745oihWAZC9tPRIsQoOLJbApDOWv6/x/G\ndJPUYzGUvzq9TcAohyAO4wY/FocSaIqvtrKpWgIKgI+SeOqbIRKfiM6VOOdIIYSDGUwS1UHsODII\nvtFRxpPE4eO4IIKg8ESjCQkkMfTcjGhECSKaAAhEAy4munLkOFKaEqUhd5QAWWMAB22iFsFI3IrC\nwRHhya4noyek4nMEkrqCbr8f0NzT+j8MJkg92/0iEDmcisZQnRiBkTLGZeppL3XSVuihym2gx+8l\no5N4BkLxafd7AVib38xuVTvykdpdeK5rAdNrd+GYkQczuXIHckGBKTWTealnOS90LeOvm55lUAT8\n7s5nsGRgHceMOIBPjT6Qi+fdwKZiD7fu9U2cN3EwRRlNin9sXoSjNDPqJlKdKOfyaWe801VtsVgs\nlnfIWwpQSqkdidrvmkRkN6XUVOAYEfnxNq/OYrFYLBbLB55cLsfNN9/M1Vdfzfr169l111259dZb\nOfXUU0kkEm99ActWoxTkuGvNVymYXg4ecQGTqw/epvdTyiFR/er0OmNydHcej1LNeP488v7pNDTe\ni1JJ0pljcBNT8c1myspOpa3rPHKlx2JvTxV11d/Fl59QCFYBHpAiIIzzj6DcnUpZcl82Zv+CZxJA\nJD4NNrqFUgbKx5g8oVEUTBs9QQ+KMkI8DA6OhAwKHqFJ4MdCSyAS/+kgkotcRCQGU5UIxInDwIl9\nUlGrnB+HdodolBi0UniAEgWx2OTHjipFJJYEqCjfKc5pGqynJJEzSYuJAskVsaglgDPU6hftJ5ak\nNOWqHF8KgFCKtxkjiFKERv9TypPEzi4hNIouMxAdK68mQan4XnFqFf1+jhd6FgDQ5+eIcrGKhAIj\nUg1cOe17fPq5CwFFQ6KWnap2YFn/WhpStRw/6jCOH3XY0Nq4r/Vxnu1axHUf+Tob8h0YNLtXTaDM\nTXHQsBns2ziVfRtfjaAtGo9iWBpqvXwzptdO4NrpX2ZS5cgtONpisVgs24otacG7CbgEuBFARBYq\npe4ErABlsVgsFovlX9LZ2cl1113H9ddfT3d3N/vvvz+//OUvOfLII9Fav/UFLFuVYjDAnWu+SinM\nctjIS5hQte9Wu3ZQeDCaJFd2DMXsbyllb6S8/m5M2Ip2GnETUfaOSJbAX4QnS9D4iL8JkTzg0Jv9\nL7oHbgA0fcVTMKaPEPBRiAyQLc5lZN3PqK04jdaeK8l6a3DdGor+EjwJSalK1vb/DsEgaAYTj9J6\nBKVwIyE+WiTKcFIBIhDiA8SCjqJoXAJchChAXCOxyOOgJIzzlyJxJ4iDuF8VcKI1HcYOpkGz0+C1\nA3GGhCkwKDFD7qihz8gMhp7H0/BMAhQYGZqdR0EcQHDiEPHB3KoIRclEuU8GAE0vRaZV7cVLfS+i\n4hY8lwoKJh+LcxLnS0X/LDAmOk8Y9DxF165PNrCp1ENSadI6RX+Qj9v1oi66qN0uOqc2UcOXJ/wH\nt697gH3qP0JjqpYvjD+BK5bexpiycZy/4+det4YyOoNDkpLxacn3UJ+o4aTRh1Lmptm1etzrjr9+\n+vlRS6R66+8lSilm1E18y+MsFovFsm3Zkp/+ykTkhf+zLdgWxVgsFovFYvngs2bNGs477zzGjBnD\nZZddxgEHHMDTTz/Nk08+yVFHHWXFp+1APujjttXnUgxzHDHq21tVfAIo9Z6P1/e1aPJbuA4xGxno\nvZi+7k/T03H80HGO00RD0xyMSuEBoRqF1jV09P4nm3u/iReupxRuoBC2I3o8RioZzCpa23U+udIK\nMskpGFVByWxgwFuEH7eu9XgvEYhEgg+KaNJzkilNv8ao2ljsaQCq8UXjSRQy7hmFR4IpdT+kRDI+\nN5pyVzIufhxGHohDYBQBLmGcGxW16gE4hAKBiZxKnmhKRhOIxhfwDQSDbiIB32hyJkXRJCgYh6Jx\nyJoEviQpGRfPqChAPK7FiEMgLp64sQjm4IuLbzS+RBP1/FBTCjWhOASiCMWN8qlEMafvRQRFYKKA\n8LwpIjjUJRoxovBMdOzgJD4zOE1PNIEofKOodofFxyqObT6OMqeWwMBOlTtjxCUUByNJtKT51k5f\nwdUuf2r7B4XQ4wvjTwBgXs9S5vYuxRjDNct+z29W3T+0NpJOkpIJaMl3sTLbysTKMVz28h189aXr\nCEz4ujWnlHqd+JQLirzQtRIjZussbIvFYrFsVbbEAdWplJoA8dRYpU4ENm7TqiwWi8VisXzgmD9/\nPpdffjn33HMPWmtOP/10LrnkEnbeeeftXdq/NTm/hzvWfI3AFDlm9PcYXT71rU96E0zQSmngKpIV\n5+IkIldJqu4WiKelZap+SKZyFrnsLwmDVZRVnhtNfguW09X7Azx/NUayuM5ohjf8gSDsJpASQiXR\n7ziLGIH+4JVYQHFI67EUzAYWbTyM4VXnUAyKeKIJRcetZoNNZG4cDO5Ql9qbTHIiz7VfTCHMAy5F\nBnCoISSBiBBICiOGQBRPd/wURymCuKcrjMPD9VD7XeyEMoYwbkNTgMeg4ygSjBQKI4KouNUtnpgX\nZULFP1APtbINTomLBB/iHKZQdJRJFbfmhbEYpZSGWFwJxInFtqgFMSRyT0VupKi1LhhqndMYkbgV\nMLpnfbKWusRwWovdGHR0L1FUOJUMhP1Dzq1okp1maXYlCVLkTMBNa+5Fq+i9LexbPvQ+QgyBMSil\nqdAVfHOnM5lUOWZo7fxmj+9EwekKHtn0PGVOmi9P+BQA5006gTPGH0VFIsOosgbGlg3n75vmkQ0K\nWzyl7hfL/sIfW17kio98lgOG2e87FovF8n5jSwSorwC/AXZSSrUCa4DTtmlVFovFYrFYPhCICI89\n9hizZ8/mkUceobKykgsvvJALLriA5ubm7V3evz0Dfid3rL6QQDyOH3MZzWXv/h/lQekx/MIfUM4Y\nnMQFALipjw7tV0qBqsBJfZRMYiZFbwHtrc2kU4eQK/4DR0FDzdWUl32KtZtPI++/jEgOA4ys+R4b\nen8UO4scUCFGIBfm4jwmQ3v2z+TDdlAukS/m1XaxwUAgg6G9+Cx+4QUiw7+O584pAvrjkG8H808h\n4QgEQiwhOQTxzLuQKFBcJHpvUWaTZrDrzcSteKHo+N5EQo+RKFQ8Fn8kFnkGQ8+RSHgy/zTBziBo\nidr2AnEHNyNELXVKwDeD4lfk9ora6mQoMypqp4vaDwcD0VW8L3JygcKhzyuxa1UT0r8kbrWLRKy+\nMBs7wKA+UUuX10coAqI4tGl/Htz0BAAza6biKIdDh+9HU7qBr700m5KUGJtp5gcv30RHqYdPjzqc\nhb1r+OIOR5HQLhVu2dA6+d2e38GJHUw3LH+AgaDArJ1PBmDX6vHcvuYxqhIZPjPukC1em0eOnE7W\nL7JbzegtPsdisVgs7x1bMgVvNfBxpVQ5oEVkYNuXZbFYLBaL5f1MGIbcd999zJ49mzlz5tDU1MRP\nf/pTzj77bGpqarZ3eRZgwOvittUXYvA5YfQPGVm201a5rk7uA8n9cTOfeMP9YdiN1rVs7Pg04BMi\nOChK/jqUGkYgvazv+TYjRJHzXkIwQ+6iDX3XAo0Y6aah7PN05u9EM4w8bRAHaJfCDpSqiEWrSMCI\nQsZfdSENZjUNBYpL1NIGJmq7iwPEJRaliDObjBkM746Oj5KkFB4OiETCU5wPJRLlJ4koREVuocF8\nKNBD1xGJ3FMaFQtmDkgYuakG90dPFogEomCwJnk1IcpINPVOxaJT8BqHlAaJnFeowVwmwVEuPgEq\nFqVCGcygEkomoL3QM1SHIQo3N7H49NmxJ6KVy82r74kH9ylKJiA00JCs5fnupfgm5OwJp1KVrMDR\nKQLfpykznHFOEhD+a/3DCJqXelZwSNMMThnzauh9U7pu6OuH218iGxQ4fMQeVCXKGF3WwI2rHqLS\nzXDsqL23eG3uXjuO3WvHbfHxFovFYnlvUVF//JscoFQ98H1gf6K/358CLhORrm1f3tZh5syZMmfO\nnO1dhsVisVgsH3iKxSK33XYbV155JStWrGDixIlccsklfPaznyWdTm/v8iwxOb+HW1ZfgDElThr7\nQ0aWTX7X1wzDTpAipeJD5Pp/QKbiQvpz95JK7UdN9U/p6DkbgHzxr6RTR5Iv/Z2q8lMxJkt//lGU\nztBU9ws29l5BwZ+LUXWEpgcYdOxEkpAvKQxBLCIJolIgfpShhCGlGiiYXgIcksolqZoYCFsxsWNJ\nqyg3yRcdXyVyHgVx21zUoqfilrF4bl3sDvIkGUsxDAVsh0Lc+iaEOHHYtuAoKMXh2xDthyiPylEm\ndhxFrXAmbhc08buMZK3opiEOoZG4biFU7pBrKTDEYegmEr0Gn0l8nkjUsqeIbu/JYAtg5JjSCAmd\noGii6X6heTWwfL/aPXm8aw5KCWmVpmTAkwClIonqsKYD+Uv7E5FrS0ArUCTwTPR0xpU1syrXRlKn\nuHDHU/lj6xOMyNTz980vUeGUsVv1JLq9PgyGpf0bcJXL9TMuYFLl652RXaV+skGRzzxzFXXJSv70\nse+wuHcdKSfxjifX5QOP2S8/yOEjp7Bvow0gt1gslm2FUuolEZm5JcduSQve3cATwAnx69OA3wMf\nf2flWSwWi8Vi+aDR29vLr371K6699lo2bdrEzJkzuffeeznuuONwnC3LZ7G8N2T9Xn636gICKXHy\nmHcmPhnTQyF7I+myT+O44wDo6jicMGhHuTNx3Bmk0kfj9V+Fl19PtjSfIFwCVPESLnsAACAASURB\nVBGKS2gGCKVET+EJAtNDwp1A1l9ArvMsQhmIXTZ9aF2DF75qri/gRJHfsUAU4IAEUauaaAJcPOnH\nkIjkGD2CrPEo4cbnKMQowjj3SFCEsVsoIHI0GQHQoCJnkqMisSYYPB83blOLPEkhCkfAH3IPRR4o\nXwZdSnqorc4TB4UQGh0JS/EVTSwMhSgMCodIuArir6P3GQllkeCjIkGKSMQKhpxZg9PqZOg9mFj4\nCmIhTP5JZDNAMYzEKx1P5QuMRsTwXO8SRqSG01baTMFASQJEFFOqJ3Lm+FO4cMHlBCa6ZpRhJRgJ\nSWqXhmQNX5l0Mpcu/A15U+RPrU+zqHcdC3rX4iiH7rDI3J7luMrhvgN+zI0r/8xd6x5jfW7zGwpQ\n9akq6pKVfHGHjzMsVQ3AbjVjX3NMPigx4BdpylRv0RpeObCJ+zfMpbM4YAUoi8VieZ+wJQ6oxSKy\n2//ZtkhEpmzTyrYi1gFlsVgsFss7o7W1lZ///OfceOONZLNZDj/8cL7xjW9w4IEHRlk/lvcV+aCf\nm1eej2+KnDz2u4wu3+UdXaeYv4dc70Wky8+ivPq7APR0X0Jf/o4hUWR4/a10dM/CyEaMM4kw7CLp\njqHkLyCZ3IeaijNY33VOJLvo8RTC9YOyyVCmkScKcAhRQyKOEUUQ5zYpZKhFTYgmvKlYeNG4GDxK\nJhJAVRyY7YuLxHcK4pY4EQfNq/lMmlhQwUWpyOITDDqV0LGzSKHExOfrKOQ7ziwyg44pE01ii9xN\nsVgjQ1FUmDhoPBKJ4pa92PFk0MQmqDi8PPozGAwjR/Bj4Wow5yo0oHUcch4LTOafBLDBkPPQAEpH\nolbcJhg9N4ldVZHAZQT2qN2d57oWDj0/UKRUmkJYQFA4ysGT6BkJiqunfY1dq3dgVXYjf2l7mnk9\nK1lf6CCtU+QCDwBXaQ4bsQfnTjqaCjeDiLCx2M2IdN2bft8Y8Auc8MRV7NkwkR/v/unX7Pvs079m\ncV8LEyuauHXfs8i4yTddwyLCc52r2LFqOPWpijc9dlFPG6UwYGbDmDc9zmKxWCyvZ2s7oB5RSn0a\nuCd+fSLw8DstzmKxWCwWy/ufJUuWcMUVV3DHHXdgjOGUU07hkksuYdq0adu7NMu/oBjkuXnlRXim\nyIljvvmOxCffW0Q+fw/GFPAFSrmH6MreTVXl16ioOp++/B3xRDVDT/ZOmhp/S7bwNJv7ZwNgTAk3\nuR8hZazpOnsol4mwBSNRaHhj2bFszj8YC01Ra5gCUAp/0J0UO4VEIqEmEAcTx4MPtppFexKRm0oB\nJgoLR6k4c4loAp2oeBKdiYPC40l3KpKkjIFQXDx0dIe4p21w+psvGoja4koCg1cOTJw3FatNcSw4\nQSx2RdPt4udqFFpF7qPB9zbocPLiUHBB4kynOMMKQeK2PaK3F9UfRjJTGAtYqEGJysE3IaE4EHu1\novBzB4mFtDRJTCznGYHAKJ7pXBy959h55ShNzhRj8UyxR+2uPNf9cuxCUzzZsZC/bVrAH1uf5rhR\n+zOlZhIjMo2sy21mIOjBQRGIUDIhFW4mejZKMTJTD0B3KcuXnr+BT4yYxpcnHfaa9ReJeiG+CV+3\nNvcftiPrcp2szG6iEHpvKUAppdhnC51Pn3vyNnKBx8uf+g6u1m99gsVisVjeEVsiQJ0JXADcHr92\ngJxS6ixARKRqWxVnsVgsFovlveWZZ55h9uzZPPDAA2QyGc466ywuuugixo8fv71Ls7wJvilx06qL\nKIQ5jh99MeMqdt+i80R8+nq+RiK5J+UVXyCfu4Vc7m4Sqf0IMfhmDQbo7v8BmdR+jG1uARTLWneh\nVHyYdPqjbM7eRCAGQeEHK5FgFdWpgxCpwpMcxFKRiaWb9vwDsaAkCG7cohZnKSmNFomntQmGBMTC\nh1KRkGOIXUpErXaO+mdRSiMmdgspTRgLWiJQwmWwWdSPQ8UhgS+xUBVLP8q82h3giSaMayAWw3T0\nZSzxRAxO0vNN1MIXZUxFmVRRPpMQSOTqCiWqOTASu6aIhSwVTdsjymkKTRSYjiiUjkWzeKrd0OQ+\n4jZBI3jx+4jfxVDbXhRS7qCVojZZS0uhA+JjTOy2MrErSlD4sVsrrdMUwhLPdL085IwCWNbfyrze\nNVQlyvFCnz+3vcAxzfvwVOcydHz+aWMP5OyJR/I/G57jrnVPct2MMxmeiYYTFEOPtkIPG/Ldr1uP\n+aDEiHQDL3SuZUlvKzvXvNqu9+VJB/OFCR+lEPpUJTJbtL63lG9NOYxsULLik8VisWxj3vK7rIhU\niogWkUT8n463VVrxyWKxWCyWDz7GGP785z9zwAEHsN9++/HUU0/xve99j3Xr1nHddddZ8el9TmgC\nblx5MQN+L58ceS6TqrbIBQ+AMV0UC3+kkLsTgIqqS/FIki09jS9CwtkJV49G6zGs3Xwo2cITrO38\nKq4zloQzmlRiGk3V36ap+vvUV55P0pkAKHpLy8lLEcFFq2oi8SLBzT/v5pjpawiBtpaQw3dYypGT\nl9HSKgSSwDeaoiR4/G9Fjp34Ci0bAkriEOBw9sde4dafteHjRgHccctc0WhKxsWXBJ44+OLgiYNn\nNIFEIpQnGiMOgTh4xolDweNQ8jhvChSBcShKAk8SFI2LJ2kkdk2FaAJR+CEUjYsvijCecBeawa/d\nIWEqcl8N1uAQiU/RMSUT1WhEYyQKBw9EDYlAoYmynkJx8XGj3KY4CyqIz4t8Uy5+CJ4k4vqie/hm\nMKRcE5pI+ApCWJPvxBeHUBymV++CE/8uOqXTQ/lWjckGAqP56sQTGZcZTRAqmtNNuCSZVDGOjFtO\nmZOhzy9wypiD+MbOJ3PWhCP5/LjDKYWa08cewpcnHkE2KPKLpX+hJd9Fn58bWnMjy+r47V5fYWSm\ngULcsjfI852rWNq/kT6/wHcW/Pfr1mtCu28qPokIj7evYGO+b4v/HwA4afx0vjBpn7d1jsVisVje\nPm/pgFJKnSEiv/2n1w7wHRH54TatzGKxWCwWyzbF8zzuuusurrjiCl5++WXGjBnDtddeyxlnnEF5\nefn2Ls+yBYgIN636Jn1eB58YeSa71R6wxecG4UZM2E39sL+jdQNFbyE9A78ZavkaPXweBX85A8Un\nMWEbxsvQU3iYnsKfUKSY0ryAl1p2BRKEhIBQmfwYRX890BtNalORKCIkSTsTCIncNwFJhEJUhw9/\nuLGTM384JnYsqbg97lURR8WpTtG26BjfQDAUyB210cFg0hJx61kUHo6KWgGj7CSNUooQCCRElENo\n9FArn8Rh4aGY+DwwJpqAFwVyy2tylwZdTMhghhVx6DhDDiajwAyOwCNyUJmhTChFaDRqaJCeiift\nqfg4YndU7HBSCmMEbyg3KjF0zcFsLWMGv46OGHSFQdSaVu6WszLXScHA1bufz6pcG7eteYhsUGRj\nsQcjijvW/i/r8p2Aw74NU7hz/eMsH2jDC1sQ0Rw3ah9GlzcyuryR9blO7ln3LGU6xaTKkThK0+Pl\nyIc+oOgsZskHa/lI3TgA7l77HA+2zWeX6mY+1rQzAL4J+PmSRxmTaaC5vJb9hu24xWt5kCV97Zz1\nzF3s2TCW2z76ubd9vsVisVi2LVvSgneIUuoE4AygHvgd8Pg2rcpisVgsFss2I5vNctNNN3H11VfT\n0tLClClTuP322znllFNIJP4/e+cdZldVr//P2nufKZkkM+m9E0hCgBBCEUJvASmCIEUELFcUvKAC\nYvdy5QcmFFHKRZoUFREVEKQJEnoiAQIkQBLSJsmkzWQyk5k5Ze+1vr8/1tr7nChdYwTW53nmmZlz\ndll7Z4cM77zv+81t7eV53gc3Lf4BawsrOXDAyezS+90HFHflH6FQeJSG+h/RtPYwjFnLsEHzCMM+\nrGr+LMX4VUAY2OsaYrOBZc0no10vURQOQRdmoUVRFQ2jvfAy1kGUWKFGYH3xGURCFAniCrm15EkI\nKchq121ky7sTYzt8tt+9O4/9vpVPf20QPftWkwiud8lG7grOVSTYiFre5BAMSiKUstKUoVzmHTtx\nKHUTmaynSTASZhE6W+AdoVDEEhIq6xwCF/cjQhkQFThxycpFsbGCVuCmzRlxpeCpuoQVgKxLy55X\nTGDjcFIWnQA3sc8WsWPIeqDSiJyIFYzS+2EAZcoT74IAxNj4ooCL26WT61zle8XatNhztugukDxK\nwfQ3fsvq/EZMJj3aYvUB1X1Y2tkMwB59JzC4th8Pr34JBbzQuow/rPwb544/BqUUDza9xMa4i5CA\nbd2Uu+F1fbl+ty9TFVbxuWevpUdUw8yDbaH9YUN2ZEOpk516VU66U9SGOQbU1nPt7h9MPNqmRz9O\nGb0r+w96/+KVx+PxeLY87ypAicjJSqkTgFeBTuBkEXlmi6/M4/F4PB7Pv5R169bx85//nGuvvZbW\n1lb23Xdfrr/+eqZNm+Yn2n0I+dXS6azMv8kn+h7O1P5Hv6d9NnVcQ774NzZ23u4KrEOCoIE1rRfT\nFTfRq9up9Ox2HEXTzNqNVwA9MHSCCF3JGisESY5C3Mjr67/oxBMrwCQSum4mO0UucWKTuLLskpSc\ncGJjZAWxRdMHndSXxoUF7rlxPSd+a1gWrwNI0pJxJ8ZoAowrBBcgECGWgJicbVsSK0ahbCwu7Y1S\n2fQ65frKlROtArSx4o0Vcaz7yDjBR1wxty0Ut86jNKqWuC6mECuYBc7CFLtoX/o3ygjOBYYTg1J3\nV3lqnlJ2cp0VnayAlk7yEyPZPVbKTvaz91gw2r4nrudqQHU/EolZW2xDi+2rUqisYystPseJZyLQ\nlG8hMcqN0IswCEqEZzcsInCOq37VPblk/h9p7GpmbI9B/HD740kwKKV4o63JTbqDWAwdSSF73rbr\nOYRPP3kV43sM5bQxU7PX71/5Ck+ve5O5rY3sN2AcALkg5MEDz31Pz/HbURVGfH/SYf/UMTwej8ez\n5XjXDiil1FjgHOAPwHLgc0qpblt6YR6Px+PxeP41LFmyhDPPPJMRI0Zw8cUXs//++zNr1ixmzpzJ\nYYcd5sWnDyF3r/gFCza9yE71e3PooFPfdrtSvIB1zV8kTpYC0Kf3dURVU4FqCPpTMoamDReybtN1\nxNLKus7fUlU1lmUt59BeeIQu04VGkctNsR1EAgmBi4/VUBNNIJaIglQTU4UmwhCSYHuHcCKLpC6f\nitiaOJEnqM1x8GmDePSOZja0Bmg3uQ5sfC4hJHH7KScypeJNUXJoqSIQVV6bhMTGimElk0MTUZKI\nkutjyuvAln1LYJ1YhMTuvZIJskl5WgJi49ZD4CbS5RAiEglJJAduXwhtEbgJrVtKrNsoMfbDilr2\nOMZ1MBkJyh1Solx/U+SKyAN3Dnv+tN8pEVscnkYLtYRoUdSoGmJRLM9voEsLu/SagBAQG0VRByTG\nxgcTA4FETuyCnKpCmzSeGDoPlGLn3tvy1W0O5/sTTuBPe/+AvI5p7Gpm737juXCHk+ieq+OIwVPY\nWOris89ew12Nf+Opg39MqKr53ty7aOrayNl/+xWvtq6gtdRJXVTDwYN2yJ7Lc8YdwkWTjmVqv7H/\nmr8QHo/H4/lQ8F4iePcBZ4nIY8r+hPpN4Hlg+y26Mo/H4/F4PP8UL774IjNmzOCuu+4iiiJOPfVU\nzjvvPLbbbrutvTTPP8Gja37PC61PsE3dJI4ZftY7btuV/wtdhQeoKexNrvsogqAX7cVnAMWw3j+h\nsfksmjt/iaIWkS5i0cxffRyJVJNI0Yob4Sh6151M+8YmEtlgXTQCRTppj5cgkgo0igBt+5XEemzS\nOFxCBGJInHhSkJDYyR1aQg48ZSAP3tTEI7eu5pivj7BCDpCWhMeZcwpXyi1ZLC/Axe/ETsdLnUx2\nX4OoyFp9VIh2Ry2mbiMi62ySsjBmv0gn94EyKjumqTg2CLi+p4TARQ/TKCCueNwiksbjnCinFNoI\nxvVUKWwnlUi5JMo4J5YghIAohTFWaKsNulGSQhYB3GhKBMpO3GuNO5ncawIvblhCXmwHk8I6rCAg\nwQpiVUR8f4dT+PXSv1ITduP5DQsRgWoVMbS2L58duR8dcYFL5t/DovbVxFpx0IBJ/ODlu3i9vYn9\n+o3n3Amf5KghuzChfjBhELB9w1AG1tQzt3U5T6xbwJge/XnqkO8Rqs1/5z2gtidHDt35PT3vHo/H\n4/no8F4EqN1EpB1ARAS4XCl135Zdlsfj8Xg8ng+CiPDYY48xffp0Hn30UXr27Ml5553HOeecw+DB\ng7f28jz/JM+3PM7j6+5mYM1wTh/znXfdvr7Hf1FdNZGa6r0ACFQNPWoOQ8RQUz2FgmjbiUREIhGG\niFL8JoYciXMsdSWNLNjwPdeplBZ7C5oIXOm1LRYPAesA0q74O85cUHZf7Y6pJaTkIngikOsesd9n\nB/HXX69h/y8Md8eCooTkpYq0E8lUTHpD2VLx2AksWczNdS8pIJbIikJihSyNsqXgVtKxwpMKsvYj\nWxRu3UoiglJpXM9FDSuidbG4qKDYfcAVi7toHu6+iJgstmd7p6w3LHU6mbQdHNv3ZEvMg4rpfNZ5\nZsRF8oAuU3LXk/ZIBYRKgW2a4qqF9yEIdWEtORXREnchQETIiLqBLOpYTUEgIGS3Pttz/ZuPcvDA\nSSxoX82yzhb26W/dSg82zeWh1a8AUKNydI9qaCl2IgIvtTZy+ONXsHOv4fxox2MBuHGPL9n7IIZ+\n1T3ZoddQoqAsxHk8Ho/n483bRvCUUt8CEJF2pdTxf/f26VtyUR6Px+PxeN4fSZJw5513MmXKFA4+\n+GDmz5/P9OnTaWxsZPr06V58+giweNN8/rTyFnrm+vDVbS76h/cTvY7GtdNo67wze02pampr9kMp\nWy7fVniaTtPJmvzjvNp0FAkRidSSiyZSFe5ILBATEiPEElGUwMbXCIkJiCUkLyFFqbadT64jqWjS\naJh1P5WLv90kN7HupdRhVJKQWOyaYgkpSo6pnxuOTgxP/Hp11pNko2G46XhWmCnoiJI7tyEkMQFF\nEzlxLCQxUNLQpUNiiYhNSCz2ay0hBRNlsbiSCSlphTFQ0oFdlwmJjbLXb+y5EhNSNPb6i8bG+BIT\noI29Jm3sNWoDibH3wYgrOzfOleXcUiIhJWOjimn6NXVXGVOeoicV984KV6kgZY+bGEWilXOV2c6r\nklundg1Sm3SJ/Qfu4hxedh2LOtYQEdIz143blzzJ2nw7APPbmjh66O5EKuDqBY/QWurk4EE7MKim\nF6D4zg7HIASszrczpddofj31TKb0HvmW0+oCFbBr31HUhB9sqEFiDA+ueI0Nxa4PtL/H4/F4/jN5\nJwfUicAM9/V3gLsq3psGfHdLLcrj8Xg8Hs97I5/Pc8stt3DZZZexZMkStt12W2644QY+97nPUV1d\nvbWX5/kX0VxYyy1LryCKajl77E+Ign/8ES7RayjGr5AvPk193Qmbvbdi43Q2FWZRkxvLpuIscuFA\nSnoNSlUTm5iO4ktoFCEQKJV1DwFoBC2B7QpTEJuQQFnRJUmdREQoUleUuAhZgMYWjgsVsThAkwMX\niBMCtITU9Ir4xPFD+OutKznm+zYmarAuKnHF5KYizmfAubFsv5EyGq0URiJnSlJZiXiCc005YSvt\nXbIrUpREEAkRhMj9elbc9gJZ8bfJjpFejxCbgECJE45CxB1Xi4vooVAElNLYoHMyBcrY41bE+4yk\n20CgAOf6MiJoY9WqQEFiymtIJ+Vpezqo6MlSKNpLBbRb46SGkbzUupTLpnyRvtU9OeHpK3m9rYmc\nyjGpYSTXLXqMohFeb2/ijbYmPtFvLL/b+2yWdzYzvn4IWgz/b9LxTOkzigE1PbnxE1/8wM/0O/FY\n0wL++7k/ctyonfjJrkdukXN4PB6P59/POwlQ6m2+fqvvPR6Px+Px/BtpbW3lmmuu4ec//znr169n\n991357LLLuPoo48mCN51xojnQ0QxKXDVogsRga+O+RG10VvPgqmp2pGRA/9GFPZH6y7y8Rt0q96e\nheu+TD5eSD5ZQ09Tz4heP0UF3Vnd/jtai3PRstGKOohzLkk2Jc64uJpGIUZhECAkgkzUSbLJdxAo\nQYtCS85F9sBoxZonq9j4eo6NS+2PnqlDCJxoomw0burnR/HMHat47s4mALQOEKPSXu+KiXQBxqgs\n2iZINjEvC8o5R1Ia+8v6mdJjuM82vmdFLAQKOl2fFYqUu6a0UN1G9+zabTdU4Kbj2atJY3m26Dyd\nAmjlIHHCV6AUsQnsa9i+qUDK12UAY1zVukq7pwK0CEpUdjUhATHGCW32XGlsUEQRqIA/N80FAr4z\n/lieaV5o3Vw6oXtUy/Y9hvNa+0piY9i2x2BebW2irZTnBzscxR59twGgW1TNNj0GAhCqgE8O2emf\nfKLfnbZS0XWKlf9bdvYz9xAqxU/3fG8THz0ej8fzn8c7CVDyNl+/1fcej8fj8Xj+DaxYsYKf/vSn\nXH/99XR2dnLYYYdxwQUXsM8++/hpdh9BRISfLvwhed3F50d9nf41g95x+1w0FBHhpVVTMNJOfe00\n2gpPEqgeoBQbSk/R0vIsQFYQnooqkglKihx1FKXkBBAQA2kHkhASm7RjKUBU6oJSlIx1DEWpCKID\nnvxSPRteyaHziqawhkQCinE5gqclsDE4Aur61bHLMUOYfecKAErkbAdU+pOnE2MSN0FPXD+Trpi6\nlxgr61jnVfm3pgLERmGIAEOgrBsp7XJSbisjad9TSKBs95IVhZTVyUShncvKkDZcWbHJClWSdUZp\nA2Fg15w6rgxpJ5W9p9p9jp2TyfZRpeKVjeCVr8O6sKzDyopMSoXWfSYwpm4gyzrXo42hT1U9G+JN\nTO03jt37bMthQyZTHVXz7Po3OeeF2zlyyGRe2rjSHTnkV8tm0ZXEtBQ7uG3pc+w9cDwAv18+hwtf\nvo8vbbM3oQr5zZK/MWPKsUwd8O4T7IwIJZO87yjebv2Gs1u/4Rwzcgf35yzMbHqTyIvrHo/H86Hm\nnQSonZRS7dh/lWrd17jva7b4yjwej8fj8WTMnz+fSy+9lF//+teICCeddBLnn38+O+6449ZemmcL\ncv2bl7K+uIYjBp/A+PpJb7lNIV5CbDbQo3oKAB2luWjZBMCG/EwSUSCdkLmHbFW1BhAbo0tdOjG2\ntLtLSk6Use6fkoSu9NuAQBAEJG6SXGJsLE6ciGXjXzZetubJKja8UoXuclPsYg0qYPVT1eTGFgEb\noStRg4ghAPb6wjbM+cNKdCKIIZsEFxc0RAEFEzkHEVmZeKgUsXbxNLEl4lYwsiKTpM4lF2kTCVxE\nzhWTZ0JQaF1eYuOG4rqibAQxQIlkU+6yjiuFc0SpbBqfEQgCG5EraVwqLnBCkrgpeYF1Nxkyh1WF\nzubEQXtspez9BuhbVU9zaZOL3uH6p1xpu4GiBghYX9zEuJ5D2Vgqccn8+xndfQAHDpzIxa/ehzEl\nZq1byrDa3qwtbqKoE7qF1fzPDsfwo1fuZnLvkdnz1T2qpjqIuG7BU9RF1XTpEo+vWfCeBKhjH72R\n19rW8OeDv8LY+n7vun3KyB69ueOAz2XfK6V48qh3nvjo8Xg8nv983laAEhE/ssLj8Xg8nq3M008/\nzfTp07n//vvp1q0bZ555Jt/85jcZMWLE1l6aZwtzz4rf8EbHPHZp2IP9B3zybbdbsO5USnolEwc9\nwdINP6F/92PQEqERYoxz56TiU0Tsup2MlCex2a6jxEbpXCTMdg/Z6XYKQbnpbDGhjcVl/UYWkQBR\nVugpiZ2W1/JaNTpfXmueTmqkG+0LQkbu253/fXUaoDBGSIgwoug+KOL7Lx1ByTiXEwFd7SXybTF1\nA3s4h5KNq6Ul59p9ryVwIlO2KMiEHIV2Dq0gUJmwZK/fYCSdhufidq7oO+2BUlnMzU7xE7H+pzTa\nl4pYxt1vtGS9V4i4pWxeNh6nIpnb3x6z7KZKe6ZCJ3ApAnIqZ8Un7NS+dMKfATaVChhRBAqGdevD\n2eOmcem8PwOKi179E0ZgQ7FApEJWF9oyEc0YRTERtq0fyJ8P+Caz1i9lRWcrw+p6MW3IDgzt1ofj\nZ95Afa4b/7vzURw8eHz2Z5oYzbWvP8WUviPYc8CozZ7NjaU8IvBmezPDu/eiOnwvA7jfmobq2g+8\nr8fj8Xj+M/jg/wp4PB6Px+PZIhhjuO+++5gxYwbPPvssffv25cILL+Sss86iT58+W3t5nn8DL274\nGzPX/4WhtaM4ZdSZ77jtkPpzyMeLyccraM7/hUBVEYRjKOkliED33L60xs8BEYlo56gpp9oMtmRb\nU41yQkwsOG+R+1CKxEBMROjKvbUolLLRsdTRo5w4Y3uVArqPM4S10NbZRivraWY1Y3ITqN3WUHRF\n2olErqScLP6G0kBEXNSsmNvMK79fRhAoRkwdQiyhK+RWKBG0E4HSWJ6Nydn1WPNRuUMpRRt7naSd\nV068UghKKVfyXRaWbMeTyvZBKee+UtmUusCJYYK9wdooF4sVJ36pin6mwN1bt1jj3EwS2mMbFwpU\nipqginxiqFIBBUlY0dVKn6rurC92IhLw5bEH8vvGWbSUulxZuuKEYXuysGMdfap6UBVWow0s6Wi2\nwhiKU0dP5eXWRl7YsJztew6mYAwL29exsG0tg2ob+PzTt7Fdz/7cc+BXAdi+YRCX7fpp+lbX0V4q\nEri4r4hw0ENX09TVzoSGRXxm02TGNfRnct9hANx38Bk8uWYxX3v2j3xqxEQu38P3N3k8Hs/HmS0a\npFZKTVNKLVBKvamU+vZbvL+PUupFpVSilDru7947TSm1yH2cVvH6LkqpV90xf6584YXH4/F4PiKU\nSiV++ctfMnHiRD71qU/R1NTE1VdfzfLly/nhD3/oxaePCesKa/hV443U5er5xnY/fMttWvNPs6n4\nKgB9ux/P0IYLmN98PgS9GdzzLNriRjpNRJdUsbb0PLEoSsZQkJACObpMDg5y7gAAIABJREFUjqKJ\nyEtE0UTWsURAIhExOYSIItUUpZq8hMQSUqDKuaLIYnlFE1CSKopuv8RNgStIREJA76manjtoFgRz\nWcYChkfbMHHSGLrvFaLJufNaUSQR67pCWVEqMQFt60v88axn2LBsE0f8dCp1A7o5p1KEwbqxDDli\nyblJeSFGQkomQhMiJiAxYYXYZD8SiaxAJYpYArSxLjAtVnwq9zNZ4U0TOXeVXZ84Zc5kHzYiFxtF\nIiGJtu6kxECsA0o6IJGQOFsLpFXi2tiJg/a9cjdU6pQqajAIBaOzEvO1xTzaxQyvW/Q49bke7Ngw\nguZiJwOq67lz+fP8rWUJL7euoFpVERBy5jYHoZx4F6mIX+71JV458sd8edsDWNK+ga+PO4hd+oxg\nQG1PTh+zByeP3o3d7ruUH899EKUUnxw6kQdWvM5Zz93FfY3zsmexNqxiSLd6vjlxf3744oN8f84D\n2Xufm/kbzp99P5N6D2a/Qdtw+8IXuOLlJ/71f2k8Ho/H86FgizmglFIhcA1wMLASeF4p9ScRea1i\ns0bgdOC8v9u3N/AjYAr2l08vuH1bgf8D/guYDTwATAMe3FLX4fF4PB7Plqa9vZ0bbriBn/70p6xa\ntYqddtqJ3/zmNxx//PFEkTcrf5xITMIVb1wMAt/c9nuEwT82ImjTxby1pxOp3ozo8wOWtd5MrNsx\nFElMJ7NXf57YxcC09fSgpcoVdaeozC1Tcj8OarGiiVLWTWSn25Wn4qXT6gpG0ORIo2o2ApfDuAlw\n2oSEtgqKRCm2/b+YQU/vwaYFATXbKRr2EgjSiXBpLxLY6JmQGEWMIlKKnoO7c+as4504pigasU6j\nrDZcEBG0CTLnUyz2WLhJdmn/Ey4Cl7jCc+UqxIUQMCSa8lQ9Zw8zhKlByU6YE3ET+VLnU2jPv5l7\nysYRs3heNrrH3hRDOmGvcqy0AglIRLLXUjdY4tYZoIhUyKReQ3mhtdE1bgX0re7BKaP2ornYyeL2\nZlZ2biIIYPv6IRw9bGdealnBko5mnlz3JrGxa3xk9et8bfwB9pkTTVFrDML9K+ax78CxXLDjoazp\naufHLz9EQSfZKo8ftTPLOjZw3ux76UpiTh6zCw8eal1SN70xm8+M3JkTxpS7ykZ070VsNHcccCpV\nYciUP1zJhmIXZ03c65+K43k8Ho/nw8mW/C//bsCbIrIEQCn1W+BoIBOgRGSZe8/83b6HAn8RkQ3u\n/b8A05RSM4GeIjLLvX4b8Cm8AOXxeDyeDyFr167lZz/7Gddeey1tbW3sv//+3HTTTRxyyCF+ot3H\nlMveuIRO3cnpI79Mn+q3Lm0Og26M6vU9WguvMm/9t6wYQhpBqyYxmxAiJ3ZY145NgqWCkbhpdm4f\nZcWUWEAToMSKKoFSrk+pPGVOm/LEN7CaTkkCF8uzkTFBERtb8m0IUWFAz32F7ntXvC9pvC20BeOS\nCkbK6USKgrYNU5owm3aXnjP9rN2kO03oHEnl4u7UwaRUYIUoCRBMFp1LS9mR9Dh233L3kiF0Ebo0\nXmjPWZ6UZx1M9rq0gHIOqxQR64IKnOikUS6+ZsXAWFsZSSq7qoDUHyUiKAUhAV8deyivtTXxxLqF\nDKvpx9KOFnbuM5Jdeo3gN0vmMKS2ntZiEUVAv6ru3LDH52kpdjGlz2i+MeFgLphzN0O79WZdfhN7\n99suW+NfmxYhKG5a+BwbS0XO2G4vzp14AAO79eTlo7+bxe0AJvYaxDkT9mPhxmYG1vbMXi8kMRfP\nfYxeVbVcvFu5r+xne35qs2f3joM+S1cce/HJ4/F4PqZsyf/6DwFWVHy/Etj9n9h3iPtY+Rav/wNK\nqS8DXwYYPnz4ezytx+PxeDxbnkWLFnHZZZdx6623UiqV+PSnP823vvUtdt111629NM9W5M7GX7O8\nayn79juAXfq8849MQ+s/T6f+BSV5DNCIVKOdZymNtAmKkkQoJQSuUFsTZNPhtHMIaVHo7EfCABFj\nBR3XQxS7Qu6Y0PmOjBWMXGTNvmIzaUUduYiZoJTrUXJl5QaFNoBSxMYKRzklJGJja0jqanKT7CrW\nZKicVCfuOO4aCMkycc4dZSQgsD3gTnizko42ka1ld11M2kXeFK6fCZwgBKiIkjYIIUpZMSg2gCtx\nV1ihS1Ao1zmVvq6lUiwL7X4uupe6n2znVbiZ2Cxu+p49TkAi9spzQTW3LHmalmIXAMs6NmCA51uW\nMXv9Mue8MvSprqOl0ElnbJi1fhl/Xf0Gf2ycy3+P24+n1i1mr/5jWNHRRldSys756KoFiIGdew9j\nSF0vjh2xU/Ze8BZC+OS+Q3nuqK9v9lpNlOP2/U+me676Hx/WCt7PJDyPx+PxfPT4yP76QUSuB64H\nmDJlirzL5h6Px+PxbHHmzJnD9OnT+cMf/kBVVRWnn3465557LmPHvvs4c89Hm7mtc5m57gmG1I7k\nxBGnvO12ie7ileYfUx32Z1HbLdiIVoQS7abb2Yl1IobYuZZCrHBio3bObZMKOa73yRCQzoCzfUeC\nkQhRVviJxbp4UIqSCYEApdIQnI2dlSRyQo4iNsp6fJxwFQCxcxaJKU99K5oKIYi0tNtYN1RFMblx\njqDE4LqeAowR0gl16eQ4IXACj5tI51xZ2kA53KZIjFjJTALnIBPEiD12KhA5ZxTuOoyEWYzPbmMj\nczZaRzrsDnHl7OIm31n3lSIIypMH7YqzPwa0m4oXWGWMz42aypp8B4+sfgUt0GlKDOzeQHOhC1Du\nzwX65OpYW+hAjC1Wf+yQ83ho5Wuc+/wfOGvWnVy9+2eojXKcMmY3duozlAn1g1DAtIf/j2fWLuWR\naWfxpe325PJ5f+WgweM5flQ5Pvd+2XPAyA+8r8fj8Xg+HmxJAWoVMKzi+6Hutfe6735/t+9M9/rQ\nD3hMj8fj8Xj+7YgIjzzyCNOnT+fxxx+nvr6eb3/725x99tkMHDhway/P8x9AV9LFjUtuoCas4Vvj\nNp/Zsq7zKRa33cCk/tOpDvvyzOov0156xUXM0kltAQkKLRFpu1GJKhcPgxIhmjQyppwQFKIpT66z\n0+wCEgEIMSKEbpJbGkHT4HqbQtdtJK7DKXAF4nZbnBBUMkEm+lhRBicaSTb1TtzEvVQ4A0iMnUgX\nKCtMZW4iF+kjE6ZsbE8p2SwSaB1XqSAFyk39M67wwTiRyDiXWABu7QGJsZ/T3iuVupacN8tOsQPj\nJtqlXU9GFIjtaiJ1jOmAssyk0CZdpD1vVVhFiKJDF+x607WLoqgNDzbNAxSDqnuzMr+R7mE3kAgt\nBu2OedjIHXlizZss3rSB9lLC5Ht/wgMHn8WBg7YjMYZHmt7gnsZXOXHUruzcexif+estDK2rp6XY\nRV7HiAhnjNuLE0dPpr6q9j09r79Z+BJ/WvYa1+/3aXpW1bynfTwej8fjgS07Be95YKxSapRSqgo4\nEfjTe9z3YeAQpVQvpVQv4BDgYRFZDbQrpfZw0+9OBe7dEov3eDwej+efIUkS7rjjDiZPnsy0adNY\nsGABl156KY2NjVx88cVefPJkXDT/YhLRnD32G1SFVZu9t77wNK3FF+koLebl9VfQUpxnJ7dhxaIu\niUgkpOQmoiUS0ik5YhNQMCFFciTk7NQ4CZyQFDmnUAhEtnDcKDcVzrqbhJCiidBExJIjoYpE7LS8\nWCIKElGQakoSUZLIxeAUIiEiIbEJsolzRpRz/tjOqaLJUTARRVNFKTunnT6XT+wkvTReV44T2vWa\n1EXlRCTBdjDZ0vTITp0TO6kPF7MrmYhYK1tuLuVttaRF7fa+lDSk+TfJzpkWudv7HWtFrEO0RMQm\nwLhjABgT2ol2WhFrlYlvdrKdYEx6P9y6dELJ2AJ1Y5y4ZxTGKG5fMht0QF1Yzcp8GyKKea2r0VlX\nlOLbEw/l5FG787Vx+9O/pge1UY66XDWJaK7e4wS+vN3ebCjmGVbXQF1UzWcfv50FbetoLeS5ZJcj\n0Vpx0uO3A7xn8Qng0VWLmL2ukXX5jg/+0Hs8Ho/nY8kWc0CJSKKU+hpWTAqBm0VkvlLqf4E5IvIn\npdSuwN1AL+BIpdSFIrK9iGxQSv0YK2IB/G9aSA6cCdwC1GLLx30Bucfj8Xj+Y+jq6uLmm2/m8ssv\nZ9myZYwbN46bb76Zk08+merqd+5H8Xz8uGnxrawpruOIwYcxqvuozd4zErNNw1kIDcxsugBNESMR\nmpBI5ShJAlkDUzlylhBhXTf294xaIHEOo6yzyL1uPUtWXNFEICYTZWy3kaCdk8gQkhiFqMB2TTmn\nUVqWHZsAUaF1AqnAiSVBNkUu7YyyQpdx67B9VIkRYgkJnBMrcNcSgHNeObeWczLFEqDEXkfirjPE\nuqdEBQRKKOlUHBIMke16cp1XgQKw5e1ap6XlEUZcDLGyN8o5qEQCjHEOJ+eMst1L4s5T2ZeUurbS\niXlWZAqCtBdKUdSCUrFdh7HH0sa+J6IQBRPqh7Ndz/78Yflc2uMCu/cdycGDxvPKhtVcNPcvXKQe\nBYEeuWrWdHXQu6obBz14LQcN2paF7etp7GzlxFGTufilR3llwxoCpbhi909xxEM3IUDD+xCeUq7e\n+1Osy3cwskfv972vx+PxeD7ebNEOKBF5AHjg7177YcXXz7N5pK5yu5uBm9/i9TnAxH/tSj0ej8fj\n+edoaWnhmmuu4aqrrqK5uZlPfOITXHnllRx55JEEwZY0HHs+rLy68TWeaZ7FiLqRHDv0mH94/y8r\nTqEjbiRQPUgogXPviAoomQRx0+20hGj3nlLKuXZsjEyhKBFkQTNNzokszo1D4PqZcFPvbKQsNoEt\nIneURBEiJBKhELQIJQkIVAAiJBKiJSBywlfJBFm5t3ECDJgsGmfIuSNb108sdjqcNuI6maxSU5Jy\nzFAbIUyLxZWNEJK6obAl69ZhZGw0TrmC9HTanTuGISAx9qj2+m0Zu3VW2X6p8qw9ex8Tbb9WKo3S\nOYFKpffRlaS791yjVeZYSh1bRquKYyu0SSfgBYgpv55OK1zS3sxNe51Kv5p6pr/6CM+ubaSUwJwN\nKxjRvRfLOzYCMHXAaB5c+TobS3lE4C9NC6nP1SACD614gw2lPIcPHc/2vQbSLaqiJsqxW+/hXDf1\n+Pf93HaLqrz45PF4PJ4PxEe2hNzj8Xg8nn8Hy5cv54orruDGG2+kq6uLI444ggsuuICpU6du7aV5\n/oMp6Zhr3ryemqia7044P3t9XsuNrOmazcgeR7OxtAqNAbPJdQSpcmm1E1iMDond5LeECIxBCKxQ\nQ+Cm1aWxMhs1MxK5aW/YCXHKiiDaiUGGAC0QqrK4I+RIEOf8MTYmR2jFJKOywvOiKTt8ACeE4YrJ\n0wl5qfPKRvKy8nBjnUZKWTEpSdcu6bQ5W5NuhTXrhBInSNkyccAdR5yApZRk5eVpYXrZqVR2Z5n0\nPmC7n9wNyyJ/laIQm31Pdmyd9XKpbNJdVo4ulYKVOx+SCVhKle+ZOMdVr1wdzYUCu993Ods3DMQY\ne+8Wtq/nOzsczIMrXqc9V6Q6ynH62D14cX0Tq/NtbF8/kKZ8O/8zeRqje/alOoho6mrjzCf/yJ+X\nv8G8ljXcddBpDO1e/0EfX4/H4/F4PhBegPJ4PB6P5wPw6quvMmPGDO644w6UUpx88smcf/75TJzo\nTbqed+ei1y8nr4ucP+5sckEue/31jb/ESIl80kpsYhv9opailKzYQYBCSFy/kpVXAheTc3PsJHRl\n4k6IsXINiYQYCZ2gZIWRkigQ6/hRmTCSupbSonB7JFv8bfeNJbCRNMpT3+xWNqqXTpJLJ9jZ8vGy\noyqpEKqs88gJbMaQiC0CT49pp8vZ7iREUCpEa0GUciXgdnWpyCNuXxFciboVsdIuJxGTiTxGFMZY\n4SkIsA4lpVxRefk44trM0/sTuDgjznGWilEqm4RnBTE31G6zyXhpjC9SEQgkYsrt6UrZYnUUzUXr\nZioazZz1jQBUqZC2UoGjhu/AVfOfpi6q4slPng1AVxIjorhx7xPp160HAA+vWMDPX32G/9v7GI4f\nsxMPNL7O46sW89DyhVSHOfYZNJrjttmBHfoMpH9t9/f1DM9es4InVy7lnJ33oioM33X7x5cv4dXm\nNXxt8icI0j9bj8fj8Xys8AKUx+PxeDzvERHhySefZMaMGTzwwAPU1dVx9tln8/Wvf53hw4dv7eV5\nPiT8edWjLO5YxtQ+uzOxfjwAD634L7qSZnbr90NWd81mdf5NiuTcNLbYdh2JclPgbF+SjcK5niKV\nCgBhJkZZEcr+j34iVU6skoruJ7u9EedUwvUcOUdViHUHxSZyHVNWkAohE1/EncOkPU9i3T+JKIQI\nkwbaxMpehtQBFIAKXFxOuZlu5al6oNDaSVQKF5GzHVJK7L3ABFn0jewcqaNIXNm3E9zENmWFCnDl\n4sZAGJSn2WntHFLuGpS7Lkivrezm0gKJ/kcRRbJ7bkU3K9qV12hMuZy8JIaeYQ1FKbo1pPfTTgsM\nKl6LlXDmuL3Zve8ICOAzj96OkoBjhu/IxmKex1YtYkhtA62FAusKnfTr1gNtDL9dNJfXNqxlecdG\nvj/5IP66YgnrkwKHDR/HA8sX8GCj/Tho6DbceMBx7+s5vvzFp5i9ZiXTRm7LDn3ffajCxbOeYNHG\nFo7ddnuG9vDuK4/H4/k44gUoj8fj8XjeBWMM9957L9OnT2f27Nn069ePH//4x5x55pn07u27UDzv\nndZiO79bcT+9c735yjanY0SjTcy6/DxAmL/xftYUXgKqsuJtjRWerAhkXUepy0icIKWMoJ07SlBo\nwkycSUzagQSGCCunWNeULfm2jiPjxBUx1gVUdJPxAhf9E1f2HYuQSEDgjpFOucNtZ5yjKgB7HG2P\nnzqxtJtSFwaQmDBzB6VijwInaIU2EmdSB5GLu6myw0pcMXlleTe44m/jSsvTKJ2kgpUGd/+064LS\nhkxcyvYX26dOhbvL3huciymgHMvDrafCyJQJT6l7K11jdki3IZnwhBOcqoKQb+90MKUk5o4lc1m2\naSNXzXuWq3iWB6d9iU1xgdZigYdXLiQR4brXnuOcHabyuW2nMKHXAACeXbucmU1L2GfQKPYeNIqC\nTli6qRWAH+x6EPsOHsNVrzxDSz7PLv3espL1Hbl06mHMa1nLxD4D3tP21x5yJMvb2rz45PF4PB9j\nVOU/mh9VpkyZInPmzNnay/B4PB7Ph4xiscjtt9/OpZdeysKFCxk9ejTnnXcep59+OrW17396lMfz\n9Rf+h+ZSC5fu9AMUq/nzirPonhtGe7wCMOTCQXQmLVnczRCilEKJLRqKs5JsK8YEyoo5doJcGvey\nIpTtdrLuJi124lsgisSJTQaVtSEZwfU6KReBs9tqq7e4c9m4WUkCEEUYQOymt1mxRzn3VVl0MZJO\nuitPryt3RJU7j7TreVLYCXWZs0vICskTN/UuyESloOxUorx92ruUHjvtuEqnAhqTdlmVr12yLiyT\n9TFZcWrzAQLGpNunrwtpUblkHVCSRfHK7ifXHSVp95bd+9DB43hk9QL6VtWxtquT4d160r9bPXNa\nVgHwo50P4frXZ7E6v8n+maB47IivMLSugVUdG/ntmy/TLcqxMc5zxoRP0LemLltrV1LiZ688zSdH\njGfHPoMAWNXRhlIwuK6eY/98Oy+ubwLgc9vtzIZCge/suq/vhvJ4PB7P+0Ip9YKITHkv23oHlMfj\n8Xg8f0dbWxu/+MUvuPLKK1m9ejU777wzv/3tb/n0pz9NFPl/Oj0fjN8uv4/VxfUcPnB/BnXrz7r8\neiDHxrgJLSFCjlhvwIpAIOmPaW7iXGLsBLpAuTiehCC4onGIELQoYrHdQrEL0VnPky0Xj9NeI9JI\nG5SM7UbKVQg7gqAJ0SYt4saVhIeZgyfWkKBQ4lxAYgWgMHBCDW76nRJEYzubsngaBIEVtkxaNO4K\nxFMnla6IrmVCD0LJTaTLStlRIMa5m1yxeIXbiExgwp0nXbMTulQqZIE2QcU5s9ufOZgki/il4ln5\ns2SCnnKuLbe21O6Ufl+xtgdXLgQUE3sNZW3XmzR2dbLP4G15fv0qaqKIN9taaOraBAKX7nEEhw7b\njvOeuZ8nmpZQG1WxodhF75paXjz+6//wvHWLqvjO5AM2e21Ihbh05KjxNFTX8L0pB3Dv4te47fW5\n7DNkJCdsu+M7P8jvkRXtbdy/aAG/f2M+I+rrufmIY/8lx/V4PB7Phxf/U7TH4/F4PI7Vq1dz5ZVX\nct1119He3s5BBx3EbbfdxoEHHlguRPZ4PgCtxXbuW/UYfav6cNpo27VTE/Zml75nMrv5agyBjbWJ\nIXZxuxArYpQIXRzNTo1DJCtx1gKJRNgYmWT7pvE7I25Knot5iet6MhiUBCQV8buiE2fSuJuSdAKe\nymJzAZSn0mWuKfeiO1ZibKQtdgKSInUgpVE22wWVmCATigASbUWowL1UFnpscXdWGi4BSlnpSRvr\niNLm70uw0+l6dqIeKJSzPKXfp4qU8yxlYlLa36RUepzN3U2ZsEU5cpe6rCQVmLLLVZlwZbSb8ke5\nNF0BO/QazEFDtuXxpsUYEXbqPYSn65axZFMrvapqQaBnroYdeg3i4D/dyKZSgbzW5HWeSX0Hc8ke\nh2FE6EpKLGtvZWKfch+TNobD/3Qr/Wq68atpJ2x2hz4/YQqfn2B/Yf3VnfZg5/5D2HvIyLd/iN8n\nN7w0h9vmzaU2iqjN5d59B4/H4/F85PEClMfj8Xg+9ixcuJBLL72U2267jSRJOO644/jWt77FLrvs\nsrWX5vmI8D+v/pwE4fsTvoaIsHjT08xccwUF08ZnR/2GlZ1zeXTtT4klZwvBRShkE+sgUmlUzTYy\nxaYcxwud5pEQZGJUNnUNAOVcUjYWFyJoIitiiXUrJS5qFigXZxMomoAsUmZwXVTp1LegHLeriMfZ\ntQXWC1TRp5QKWYmLrxmxTi7c+rRUiGYY272UCmfunOl5wbgy7wARha6I1yUmPSKbTehLj2PFJCdI\nOZFLp1E8UxEfNJWCc/kYxk0fVFT0NqE2+5zuK24tNWGOCEWHxM7HlV6LYERY1bGJ3735Mgs/822e\nXL2E/376Xib2HsCS9o0EKuSpo8+iJd9FIoZ1+U72GTiSjqTE82tXMq95La+1rOOwP/2S0T16saS9\nlT8efgqT+w8B4IZ5z7N4YwvUv3PlRm2UY/9ho99xm/fLGZN3ZXh9A58ZP5HuVVX/0mN7PB6P58OJ\nF6A8Ho/H87Fl9uzZzJgxg7vvvpvq6mq++MUvcu655zJmzJitvTTPR4j7Vj5OY3Eth/bbk4G1/Zi3\n8SH+suZybCV2wI2LP09t2I+S5EAMStmeJRvBs+6bQjr9jcjF01I3k+tsEmNFIOVibyjEWKdN4mJm\nOIdOLIGbaCcukgY4camo0wlwASpIO5OUczMFabYNXPF3EJQFIOs2ksxlFSBZQXkiKq1Lt7qUKLRJ\n97Xr1oYK15ETc8RF8VzZOLhJea7oXCo6oqyeZsUjI2KvGUG5qXb2WsLMVSVOfMvcTKQCl/te0kr3\ndCJf4OxLLsJY4d6iQt8Z1q2eFV3t2XHz1trF8O4NtMYF2gvlqXeg2FQqsL6rizOfuJsoCGgvFpnf\nso7uYTW79x+GNsJRD9zK2Pq+aG3YVCoRGwOiSIyQ1zEAS9pa2XvISEbXlwcj3Dj/eWJjOGnbnd72\n+bx30es8vGwRl+932L/UqTSkR0++NMmL+B6Px+Mp4wUoj8fj8XysEBEeeughpk+fzhNPPEFDQwPf\n/e53Ofvss+nfv//WXp7nI0ZRx/x6+QM0RPV8ZduTWNU1n4dWX4lSoe1aEoWogE261TmJAhIToCVw\nridFkSgr6E7jW7YzSjknkSIxIYbAlpU7jIDGuqSMsZPrTBYps+4m445htZLAxfcAFMqIm4xnS8dF\nBWixApN1TqXijsoSZ7E7biY+uaid7a1Kp9i5fUSA0GX9rKOKVHgyqabjWpWUQhvBOIeXUna6X1rv\nXdm7VCkk2ShdKkq5KXeuE8oYQJV7pypyc9n9Q8q9VZCerBzDs84oQYxiZI8GVnS0saqz0x0zyFYn\noli+qZ26MAcoeuaq6SiVSAwM6t7AkvZWlm9qc2dWFLWmECcUtWZAt+4cPWoCo3r05pr255izfhX/\nNWFXionmjdZ1HDJsLHGi+dOSN9hzwEgaqssDEi7e8xB+POtxJvUf/JbP53OrGvm/ubN5Y0Mz35iy\nJ2N79X3XZ9rj8Xg8ng9K8O6beDwej8fz4SeOY371q1+x0047cfjhh7N48WKuuOIKGhsbueiii7z4\n5NkiXDjvOgqmxPnbfQGAvtUj6Ve9jetPUhQlR5eJKOqQLlNF0VSTSA5NjoLkKBI5sSh0XUyKgrEx\nPVyxeEkHlCQkkZBEIrpMRN6ExBISm4CShqKJXB15gJEIQwjOdZRISGwiYhNijO17sh8h2gTEWhEL\nFTE2K/5Yp5Pd1mDPr9y6SiagZELb82SsWyqdKmecqCOEaAlIdGUXVBqXC5FUoBNlC88lxGCdUyWt\n3BS8ymJzVRb1BLQGYwL7WZS9h855ZfcLNnMxpddmxSnlxDC7fmPs61qnH2URS4xCjGJpWzuJtq4k\nMemP2Io+UTdXhq7oiBNEB3QWNT2ibgx34lOkAib3HczkPoNB4Bf7HEvv6m58deY95IKQn+19FF/b\ncU9uPfAzDKzpwfWvPM9OfQcyoVd/uuVyfHbczry4ronr5/0NgFfWr+HUB+5ibEM/njrhDCb1G/SW\nz+cXHvwjb7Q0c88xn/Xik8fj8Xi2ON4B5fF4PJ6PNJ2dndx0001cfvnlNDY2MmHCBG655RZOOukk\nqnwviWcL8trGJcxvW8yEntswocH261SHdRw3/CJufPNrdOk2NEHWuyRSFmLsp1SMsc69zXqS3AS3\ntITcRrrEikDKRuBigdikvUrW+WPDYwGxto4qIXBnSzuiJDuHTuMDvekMAAAgAElEQVRpyq7LILa0\nXAInXlkZSSRwgpiVpBKxPUcot04UyrhJeu760iRf6lZKdBpps2KRUraryWSOJpUNk0un3YF1OKU9\nVLKZgIUrLleIGCDIYm9pgXp5Ip37mvR6XTxO0kigFZjSDimXISRzTUnZNQUg2r5lEvt9qy66e10m\nNobWQp7WQgGA7tXV1AXVzGteQ06FdK+qZr8ho8nrOPNk3Tx/Dv/v+ZnsMWAoqzs6eHX9Wk7abhJX\nvzCL83fbm0eO+TxREHDcPb+hK4l5bcM6nl+zklH1vd72GZ2x3zRKWjOp/1sLVB6Px+Px/CvxApTH\n4/F4PpI0Nzdz9dVXc/XVV9PS0sLUqVO55pprOPzwwwkCbwD2bHl+8vqtREEVF+7wFQAKuovfLb+U\nxq4FlKQTwfbtJMZkHUviSra1m/qGCijqwLqXBLTYLRLniBJJJ7kJsbGvKaeRaFPZaeREJUlFoNAJ\nOZKVfCtlJ9dJGodz+9ry7fLfGeX6nxITuMl0trxcBEpiC8hjABd/s0Xf5VJ0k4k5ZL1Oxig3SY4K\nIarcGaWNLfWWCrFHKbFrcN/bY5SjcXbt9nqUUiQ6FY3KpeFpos7VRdl9UZkSZYyACWxMMIvhOeFK\nWWEKd4wosO6ntH8rm+5ncEKX/b5/t+6sy3dk13HC2J14rmk5T61elglic9ev5ke7HcT/zvorL6xr\nYsqAIewxaBh7DBzGj/Y4kNtee5ERPXrxg6cfBeDkCTuxXe9+3PH6K8xZ20S/2m78/qiT2Pltoncp\nR24z7h3f93g8Ho/nX4kXoDwej8fzkWLZsmVcfvnl3HTTTeTzeY466iguuOAC9txzz629NM/HiF8v\nfZjmuI2Thx9KVWiFpjktj7CwYy4GMIRZT1IiObQEtpFJWWFHVIA2YCRyWkfqJgqdC0nKhd4ExKY8\nbc4KUW4fY2WWxPU0iQTZdnZSnG2WSpzbyRBWXEVatl3Ri2S7r0mMKzoXK3QZZZ1V2vUypesyJt3W\nkk6SczJPuWQ8K01P3UyQeppQoHV5Ap4tF4c4Sd1gFWJW1i1lRSs7rS5df+AEqrIXKa3MEu2uTytU\nYGN1aal5OgEPU77nIsrt47YXIU7cYtMRfOWCKspCoDC5z2AealyUvSeJoVrl6FVVy6S+g6iLqnlm\n5XKaO7v4/ZvzEIQpA4awY99B3Hn4SQAcMXIcN7w8B0TRt7Ybw3s2ADCiZwMD67ozY59DqQoipt15\nKxfufQB7Dh3Bcysb+fID93LZgdM4dMzYt3lytyzFJGFVWzuj+/R+9409Ho/H85HDC1Aej8fj+Ujw\n8ssvM2PGDO68806CIOCUU07h/PPPZ/z48Vt7aZ6PGbFJuGvF4/QK6zll5GGICE+tv5/7V98OhJlA\nUzJCLBGpGJMQIkYwElpBCEWgrJaRupkUVgQyBE5gEhc5C1wvU5iFvewEOutmMigb9XOCT2DNQtmx\n7HS5cql26payvVMhdhXOoWRwTq2KKXQmPV7ayWSVHTt1rtKRlN4lhaYsSAXOSZVOt0sjdzoViFw3\nk7hZesZAEASbCVpWlKtwIIlC0tweViRSWJEJ0kLyNMJXdkalopSxN8S5pOz57TWmF5EKZ0KtypHP\nVKzyNeIcUSioCUK65XIcOWo8zYUu5qxdhYjikcbFtBZtFK9bWM19SxaAQCFJOHToNuw5cDi/ff0V\n5qxZxU/2PZQoCDj1z3+wk/0UfHL0dgAUkph8nHDUqPHs2H8gjy1bwqINLXz2nt9z7u57Mb5vPzpK\nJdZ1lt1X/26+99BfuGf+G9x1yonsPMTH/jwej+fjhhegPB6Px/OhRUSYOXMm06dP5+GHH6Z79+58\n4xvf4JxzzmHo0KFbe3mejykXz/8VRRNz2qhdeHD1r1jasYBV+SUEhBiEkGq6dMlNibNRuACTRd1E\nOfFIhWgjWTRNKYiNIESIWBFGE9l4mutyUipAG7G9S07tSSQgCHA9TsoJNnb/OI3DOUEpdG4o5abD\n6SwaaEUy7UQtdwQq42zaTZVDyKbVCW7aHGRxvc27nQACG1NDMneRNjhRSmV9TGkJVCpylYUgQKQs\nRGXOI5UJZnaTsgiWuprEpOKV+yRSdjxJ+pnsOsvdUena7Y55owmVQiP0r+7OukKnFeUInIAl5BND\nPi5y+QvPsKytlZE9erGys50vTpzCba+9xI/2OBAReHLVMtqLRY7dZgLnzXyIvy5fypiGPixoaebT\n207gV/Nf5qDho2nc1MaM/aaxY/+BAJz/14e5b9ECAAbUdecLO02md00t3/jLgzTU1HDgqDGM69WX\nC598nGPGbU/3rdCBt9+Y0azY2M6whp7/9nN7PB6PZ+vjBSiPx+PxfOjQWnP33XczY8YMnn/+eQYM\nGMDFF1/MV7/6VRoaGrb28jwfY1pLm3iu+TWG1Q5gQcdjbIybqaIOAQrGCh15YgIV2viaK8eOTWid\nRE58Ma7fKXQyTeqI0hISuH4nUS4GB9jpcja7ZgvBA4yL+Ilz6RhJt3NCl4jtdlKp+0dcFE+52Fzg\nJCT7fqxVWQQCjMk5QcY4h5PKHE6ZmAbu9VTMkawsPN0u/ZzG91IxzLgIX0rWtwTgRKwso0elOCTZ\nWuQtnE3p16mzKXtNU+F4ch+VA6OVO0m2jxOi3PkSoEeuhsn9hvLQ8gUIsG1DX8b37susplWszXcg\nRljS2oogLN24EVAcNXo8/z1pT1ryXfy/52Zy1X5HkAtD9hg0jO8++SglrelX040FWJFpZUc7VSrk\npS+cRV2FiHTgiDHMXrWC2lwVx2w3gTvmvcKzKxuZ/fkzqI7sj/y7DhlCj+pqqsPKqOW/jyPGb8cR\n47fbKuf2eDwez9ZHVebgP6pMmTJF5syZs7WX4fF4PJ5/kkKhwG233cZll13GokWL2GabbTjvvPM4\n7bTTqKmp2drL83g46/mrWNTRyK27X8Ca4hvcueIaColx5dyBm3YHkbK9TGlptkmn0BlIiFAYhABj\nBJ3FzsTGzig7icC6krQELr4G6fi2knGz10ShCazoolyXkrNUxRoit5s2oMWuIx30luor9pzKOnoE\nElMWdtK4Hu7aSIvOVTphL+2fqtimQqzS2bFS69LmgpI2QuCcUajNy8jTY2SupbRY3bg4n3L3w1S+\nX0n6eurHqhSrKgWviuWlPVVum7RI3a5HESlbRt4jqmJTqUR9VTVtpRK5MKChqobmfBeCUKNyFLVm\nu159+cWhR/PwkkVcMvtJDhs1lr61dXxzt734W9NKznjo3iyiWBuElLTBCJw0YQdGNvRi5rKlXHLA\nIYyoEN83FvKces/vmbduHWdN2YPTJu1Mz+pq5q5ezeTBg4kqBjEsbtnAo4vf5LSdd6Yml9vs7mhj\nWL1pE0Pr6/F4PB6P561QSr0gIlPey7Z+DJDH4/F4/uPZuHEjl1xyCSNHjuSMM86gvr6eu+66izfe\neIMzzjjDi0+e/whWdqxnwaYVTOgxkkHd+hKpOnbvfTTD6ra3k+Ww0+ASIvImR9HkKOiIgq6ipCOK\nWlEy1hlVMgEloyhJhJaQ2IQkUkVsQmIdEOuQxITEJiKREC2hM+0oYhNR0JHrkgqdgGWLzVPnk65w\nWhV1SMEdT1xRd6wViSi0CYiTgDiJ0DogTiDWQdbJZIvS0ztg432JCcE5vIwotFFo7bbXijhRJElA\nohVx4pxWUnYsJRoSbQUxYwAJMcZtY5SddpcJVlZ4Mxr3HohxYpwrChetylG7rB/Krle0+9rYbez2\nkE26s43x7j1lt0u3cYhx59AKNDTkakEUm4olqlRIe6EEBpLYkC/E1KgIpQN65qqtIy4pceK9d3LJ\nrCf5/h77MnP5Um6fN5ddbr6Wlnye333qRL4yaXdqgxyFxPClSVNoqK5hn+EjuXfB6zy3cgXH/f6O\nbD3txSJTrr+ORAtf2WU3rpk9mztefYWbX3yBE+/6HXfNm7fZc3v1rFnMeOppnm1c8Q/P9OVPPsN+\nv7iZp5Yu/+f/gng8Ho/nY48XoDwej8fzH8uqVas4//zzGT58ON/97neZNGkSjz32/9k77zgrqruN\nf8/cu72y9LqA9CZdsIGCvSuCDSsSQzTG2GJeYzSJMYKxd0IUC4JgwYIdUZQm0osgLLB02IXt5d6Z\nc94/Zs7M3AU0TZeY830/N7t35pwzZ2bXfdlnn9/z+4RFixYxYsQIIvVURmIwHIzfrXwBiwi/63Ep\n26oKeXvnDD7a8w49s/u6OoaKIFUEV6hxhZu4covsJIJaGSWuIsSlJ/zIqO9qksoN7XakIK6i2CpK\nrYxQKyOeaOU6nmJSeBnYnpPHE4Uc6Qo6bnmd8MSrCEpFvOwkC1tZ2NIi7rhh37ZjucIRlv/SDikJ\nOAocFcGRFlIK4rbuVueFm0vh5T25wo9tCxwZAVyhS+m1pLc/x8JxXEEKIq6wJIMyPukLWa4g5The\n5zyJPx4pkJ4Y5ApNnhAFvsCECsSmIM/JCn1094UUfvi4G8zlrekFnCO9hHhPzEqxIqAERdXVWF7o\ne1zqr4YraFXGbWrcdnk0y8yiVVY2jw87m/KaGCh4ZslXVMdtWmflIFE4UjKwRSuuPrIf/Zu0YEyv\nvtxxzBCWXvsLSmtqGdq6LUIJspJSOPpvz/LWN2tJjUbp06w5R7VszYDmLREKYnGb4/PbMrRtO45q\n3Trh+/amY47mrhNO4LWVq7n7o9ms2LmLtXv2AtC3ZXM6N25E6xyT2WQwGAyGfx+TAWUwGAyGw461\na9cyYcIEXnrpJRzHYdSoUdx222307t27vrdmMByUjeU72Fi1m4ENOjJzxyss3DeP4xsNY1v1Xmbu\nmEWtE/VDtR0FiCSkcsvsar1yMh3urcPC/U5x0g0Xd8vu3Ospb7zllYXFQ+Vw0m2Ohu0It1seynUf\nIVAqyHXS2VE60FwhEEJgOwJLKC+AXJe6KV98cqT0cpqEXwoHIGXQmU+7otztBeN0mHq4DC/IaXJL\n7KQuuZN6nhtOrrvXBQsH+VaE15ReSZ5XVueHmPsTCR6iwBWRhAo69Gnnkzdc+HlRBPlPfjkeIARJ\nwqI2LhnYtAV5GRl0yG7IE0sXhEr3FO1zG7C5pNR9NgoaJKfx9gWjeXTRfCrjcVCC6rjNjQMGI5Tg\nlPYdaJyRyb2ffcpzy5YiUXy5rZBfDz6WvZWV3PHRRwgLhuS3pX+LFvx13jwKS0tJjkSYPvIiANbs\n2UOD1FTa5ObSrUkT/n7eeQd877bJzeWSI3tx3+zPyUtL5aUly8lITmb5Tb9geMcODO/Y4YA5BoPB\nYDD8KxgBymAwGAyHDfPnz+f+++9n5syZpKWlMXbsWG6++WbatWtX31szGL6Tu1e8QhJJXNC6O5O2\nPEsSqSwpWUWlHQccFFG3g5zXoc7y3ENa9PHFGFwBys11EkQsV0BxhSm3PM3xDOyWcLvYyVBWkqun\n6Mwod+24F6YtdFWZtHzBRuceSSWwFUSEK/rElT4e5C0JoV1VEV9IQs/3BKxwxzgQXnc7L1pciIRQ\ncQjEJ53DhJeLpd1aQUe6xHUTSuD0Glp504HnoZwpv9NdeBnlOpiUFqHAcz3hmrC8Jn/JIkJt6IJC\nz8MT0xywlRvE/tXOnWQlJXPh8O5BGZ9y5xTsKyUzKQmpFFWxOBuKivnNJx/Qv3lLkNAsPYP0aBK7\nyyqYtmYVjyycT6PUdIqrq9ACXafcPG5+7z0+3lTg3TvccezxNErPoH1uHm3qZDV1a9KExePGAbCw\ncCtpSUn0at7MP//Zxk386q1ZPHrOGXx+3TXsr6ph8uKldGnaiJhtU1hSSodGDTEYDAaD4T+BEaAM\nBoPBUK9IKZk1axbjx49n7ty55OXlcdddd3H99dfTuHHj+t6ewfC9bK7Yw5aqIgbkdcDywp0doCi2\nP9HV5JXcoSykAEe7fpTjBXcLJBFXfPFUkphDqA+dwlYWCC/HSYs7whWftKAVFa6ApbvqSQWWcF1O\nuhMeSiKVWybmeOKL8kQoLQK5B4OAb/elvNI55WU0JYaRg/LEKU8Y00Hr0lvbG6eUCs3Txzz3krt8\nIA55Ahfe5263Om+a1KKYd33fTRVqspPggCIQtMLB4vpZ6mNab5JQqxxXdNJLe89L6I8iNFdBeSzG\njNWr3TUEWAjfEZZkRZh7+bXMXLeWO+d8zIy1q1m6YwdDW7dl4/59bC4tYXNpCace0YEPN26kuLqa\nfs1asHzXLmxHsr54H+uL92EJQbvcXK7q05fLp89gf00NtiNpnpXFFz+7FoD91dU0SEtzv0f37efS\nV2YAsPrmG/yueJWxGBW1MSpiMZpkZvKrN2axeOt23hkzmrvfn82M5at5efSFDGjTCoPBYDAY/l2M\nAGUwGAyGeiEej/PKK68wfvx4Vq9eTZs2bXj44Ye55ppryMzMrO/tGQz/ML9fPhWBxR+OvJSMaCpd\nsrrys69vxhJumZstrVDJmqdfeK4mpRS2jHpOKL2idgW5ZW9aD7Gl62wSCi9LylvL614nEFgWxBzl\nXk+XqHmOKncPyisFdLOVHB3AjTtGl8x5VWN++Zrj5SUpL9tIes4r7d4KSu5CwhOeQ0jii1KBI8kK\nygk9ccm9poWyPRVIuWKUFr9EOED8gJI6LZgpEMo/ryT6btz3+qF5TilffBIi5IzyVlSJ7/2WgP61\ngu+B1tk5bC0t9d9/tnWLe13tlAJSLEGKiJCRlERFbYwT2rRjf3U1y/fswlaK4soqfz9VtXEWXfMz\nVu7dw5rde1iyfScg6NW0KdtKy/j9CSdwVpcudH3oEWKOw3Ft8xnUujXtGjQA4DezPmTGytWc1bUz\nD519Og0z0mmVk03L7GySQ9l5p3ftzEmdOpDkHbvmqH60b5hHfl4uQzu0o6B4P20aBN31DAaDwWD4\ndzAClMFgMBh+VCoqKpg4cSIPPfQQW7dupWfPnrz44ouMGjWKpDotwA2Gw53imnI2Vuyia3ZrMqKp\nzNkzj0XFS73wby2eRAHll9dpB1OtFAgsV9BRYCmwFZ5byA0C1xYdqdwSunAJm8JzLwk3PNsNGtfJ\nR65YpVTI9QSA8F1VlnDHuwHeCuE5qfQ46YknSrlraQHN0Y4sL6/Js0kFc7QDyltLeKV3vqkqVCIn\ntBtK34e3V9elpFC2Oy7IeMLfX+hB4JfvaaeS8oQtQGlBStUVjtxFfWErdDiqn4XvlPLWdQKhKj2a\nRJVtkwRMP/ci7pj9EXO3bqZv0+bsKC9ne7ycY1vns2D7VmxHEnMUESyuf/dt3tuwAYCGaWlEsNi8\nr8S7Z/fZzt1UyMCnn2HqqJGM6dePDcXFfLZxE0c2acabl1zqb/XhM04nLiVndunsH6uJ28xYvto1\nunk3m5WSwpzrruFgJIUEqWGdjmBYpyMAOLlLR07u0vGgcwwGg8Fg+FcwApTBYDAYfhT27NnDY489\nxhNPPMH+/fsZMmQITz/9NKeddpqfLWMw/Lfxu+VTUUT445EXo5RiauFM9sdLESqJaikRRHyhRhFB\nIUFCXEU9R5D0RZ1aqTveBWIRSs9TONLrSOeV6/neGr80LuK7bQBsKfxSPr9iTYEjXTHL8YQgNxTc\nc2dJy8+lkp4opffiRiy5e1MoTwyzEsWehOwlb6+Ot1crVP5GyDmlRBBMrsUpFf6ZEJS3uTfhXcsS\nrtnJP16n9C7sVPJymJQ/2HsuXp5TwlNSCkd46wkSrm0JCyklTTMy2F1RCQjiwOC/P+sv+9WOHf4O\nCvYVM2PExcxYs4qUSIS/L1nCzvIKf9mODRqyYOs2WmRnclmvI3lo3nz32SpXPJy2YiUDWrXi/4YM\n5e3V37CxeB9hTjiifYKjCSA1KUrPZk1ZuWs3A1v966Vzu8sqaJKVYX4+GwwGg+E/hvX9QwwGg8Fg\n+NcpKChg3Lhx5Ofnc++99zJ06FAWLFjAnDlzOP30080vN4b/Wmxps3L/VlqkNqBaljN64W3sri2n\nWXJzsiJ5QBRHut3oHOWW2cUdQY2MopTrCopLi2onQsyJuOVnyvJCyC2kcjvRSQVxJ4IjLb8cDbzM\nJsfNYXJk1M2Zkq7wFHMEjidoKWVhS4uYbWE7Ufy8JeXuLW5b2A7YjpXQrU6PUd66Slq+A0tKcdBX\nWHRy5+A7k6QtUI6FlJZ73saNv1K4n8u6Lie3bBFJQki4K6pZ4Ljz/eBwX5ATrlMJgrkJrieBkF6G\nk0OQG+VnQwnvuLd2qOxPOgqkYH9ltevfUqFSPSBZWCQJd/2oEghpcfmMGQxp3ZYVO3bTNa8JZ3fq\nwuDmrWiSms7CrdsQCsqrY/Rq1hyAUzt0pE+z5lhCcFW/vvzpkzlc+NJU5oy9hr+POJ/d5RWs2rmb\nyV8tofv4R1m4ZesB35sFRcUIBSd16sDusgpuev1dVu/cnTBmV1k5X2zcEhLlAmav28iQhyby7Jdf\nHXDOYDAYDIZ/FeOAMhgMBsMPwtKlS7n//vuZPn060WiU0aNHc+utt9K5c+fvn2ww/BfwwJp3qVUO\nt3Y7i5J4ORV2FY6KUFBVRJA5ZOEor2OdI3BUEkIIbKnckHBdquemJwE630m5ghM6u0l4LicvB9vr\nkie8jnUWrqMp7CxyhSALIQJflKvTuO4mtyxO/y3SLfdTKJQkMaBcu5q8Xdpxdz3XwaX8bnWuWwuU\nI9wyQ8e7rgjlN4Uzm/zSOe99XaFIX1EPccJTdcmdd0y7lSAQqxwSXUwinOskgnGacOaTn4flleiF\ncqEEENfleQJyU1KpqIkhUcQd5QeaOxJ2lJWDgLEz3/K31zY3h/lbtyGAbo0bUVhaSkUsxhur13B5\nr97MXPMN+6qqUSgykpIpLClha0kp42fP5a6TT2TMq2/wze4iUiIRMpKTsB1JvweepEVOFm9fOxqA\nR847k6pYjMaZGby1ci2zVq+neXYW3Zs39W/3ltff46vC7cwcexldmiU2fGiZm03bhrl0btIIg8Fg\nMBj+UxgBymAwGAz/MZRSfPLJJ4wfP56PPvqI7OxsbrnlFm688UZatGhR39szGP6jfLhjJTlJGQxs\n7ObkdMpoz9qKzX4ZWkwGodxSCRBu1pKUboc6L2oc6Qk4toz4bhSlIiFBySux0zOUdgEF5WSO54YS\ngGW57iVHl8gBIL29BAHnYbeTlF7rOaEDyAW2517SuduBIOWWBCrtEBK6lE8g4+5+3G17WU7SGytC\nxntfaLJCn7vXD4LGhRtC7m7ffxaBU0nfvXcfduiLo8UmX6RSiWV9dYQuLX4JREIZo/CEMi1c5aak\nUFJT689EQWlVjb+25eV0pSRFyEtNo6iqirgj/Y55KRGLDrl5XHpkLxZs3sbaXUUoARnRZN5YtZbk\nSIQx/fsxe0MB64uL+Wjdtzx9/jnc/cFsXlmyguPat6VvixZUVNewvbSCiaPOpVFGOuU1tWyMxdhX\nVc32klI6N25E85wspFJ0bdqYZy46hwH5ieV41x7Tn45NGtKuUQNmrVrHZ+s28Yezh5OSFKVz08a8\nf/1VfB+FxSUU7N3H0C7tv3eswWAw1Ce2rCQi0kJ/eDHUB+bpGwwGg+HfxnEcXn31VQYMGMBJJ53E\nypUr+ctf/kJhYSH333+/EZ8MPznm7l5HiV3D6c37ALA/Vs7odufSN7cHMWlRK6NIFSXmRInLCI6K\nuFlPXpmaUK4YFHMspLKCUj0ZxZZRV/zxBSdwxRy3m54WomzHLemL28LrUueetx1dYueVsOEKTFIJ\nv/RPSsv73L2+Hi8dC9t2S+Tw5wuUFDi2hZLeMeWedzOp3PPSEYFIJgVKamHHAqygHE47j5RAOcov\nvVOOcEUkv2zPc1M5uCV1umTOIXBLyeC4UAL//xxBQui4I8AmeOnSOx2ALgVChkrqVOJ19LqlNbXu\nOG9OxCsvFLjzpHS9ZLG4w66yChomp9GrSRP3H9wSauOSJ+Z/xdQlKyko3g9KEFWCWNwGCQNbtuSp\neYso3FeCiismfPolNXGbNjk5CAVPzl3IK1+vYPv+CoSEsupammRmcuPxg3AcxeOfzWfEpFe4espr\nAEyat5iznnqRipoYGcnJAFw9+TUuf246Qzq25/enDyMlGuXlhcuYuWIt20pK2VteycinpnDaQ8+x\nYGMhMdumrLrmoP8d3DJtFuNemEnBnn0HPW8wGAyHAzG7lE+2DGT+jovqeyv/8xgHlMFgMBj+Zaqr\nq3n++ed54IEHKCgooFOnTkycOJHRo0eTkpJS39szGH4wHl7zPkkk8cuuJ1NcW8qvljzKrtp9tEhp\niu1lLzleiZsuxovr/CJHedqIwFEWSmq/jeX6bxRIIp4QEuRAuWVvIB1t4NEB5/q95+bxcqTcvzN6\nziktxniB4zrgXHrOJX1Sd8PT2U9BILhCi2GJpXTeetompcvlAKQVlL9phCsYKYEb/i0855VXhujb\nj/Q1hHYghUsI/VsJyvJCt09YQPKPuye1W0qvoZQrOvmXkqG1cedZUncvDM4IBElCEHdUQgaUCBmt\nUiIR9lRUUR2zyUxKoby21p8vneBxKAXJ0QjPjzyXtg0a8OLXS2mamcGfPvyMFCtC3/GPc1LnI0BB\nSVUNKFfkystI55cz3qF9wwaMHtCHa4/uzwVHdseWkuyUZHr84RH657ekW/MmdPRK6Spqalm9fTeR\niOV/rQEeGXUmW/eXckTjhizZsp1V2928qIUFW3n4wy9ZtW038+68juy0VMLcMPxoFhVspU3DXAwG\ng+FwpSa+F0cpSmLr6nsr//MYAcpgMBgM/zT79+/nySef5NFHH2XPnj0MHDiQCRMmcM455xCp05HJ\nYPipUWPH2FK5j07ZzaiVcUZ8eQ8gGJTXhfnF61HKwvHEn4gnyNjS/YXfsgRx6flphPBzmKSfLeTm\nRllC4XgOJB38rXE8p49S0hWLCJfqBWKVUiIQXixvHc+lI4TyhS+F61ZyqxLccHBftBF447yxkpA6\nEwruDpfShUUn5WVH+WsROJwIZTn5opOeF4xBBKKRUEAdAcOwpZsAACAASURBVCwxuynx+sLLllL6\nc413HzrTSekxIZEJ71r+knXEqWgkQlzawXXAdX1ZbinevScP59ZZH+JIiZKuiKYkZCYlUenEQUBE\nCEb3O5LL+vchv4Er4tx6wnEAHNWmNRf+/RWUgjGDB3DrsOMZ9+pb1No2r17tdl384/ufMmv1et5Y\nvobpYy4G4A9nDOe+9+dgS0nMtnl97KX+bb+4YBll1bXccdqQhAYQjTIzaJSZAUDf/JbMvH40NbZN\nl+aNKa+uRUpFSvTAXxuO69SW4zq1PeC4wWAwHE4o4f3/ZfX9Yw0/LEaAMhgMBsM/zNatW3n44Yd5\n9tlnqaio4LTTTuP222/n+OOPN93sDP8zPLDqfeJKckePM0i2krCwcJRiVclOQLjVXUq4pXW4WUuW\ncLvTIbUrCVButzvlKJQIyu2UEkhPIdHjXLFK+RlOCLwud54jR3guHS9rSYXEHOVdQ4aEJOmLQK44\nlZC9BL7444pRwnfq1M1fcqnz377C7U6ns6B0jhR6noUv6+gyOu1OEuFxWggKKVthkUoGh7WjS+jS\nPeWJSd5UKzTHF6PCzqXQ3hGAnaiz+eJXyH1V49jepb2H44XC48Do/r1Zu2svLTOy2Fla7hvEhIRm\nWRlsLSnznq9k8sJlXNK3N3X58JtvqbUdGqSl0qtlM4QQvHPd5cHtS8Utw47jqkH9uGX6LM54bDLv\n3nAFADcMHUyLnGzaNWyQsOYZvTqzt7ySU3p0OuB6YTo2C8LH7zz7xEOOsx3Jwg2F9G3XkqraOA2z\n0r9z3brMmLeCZZt3cveok4hGTDKIwWD4YZASbBVBGPmj3jE/6Q0Gg8HwvaxZs4Yrr7yS9u3b88gj\nj3DOOeewfPlyZs2axZAhQ4z4ZPif4pOd68iKZNAzrw1RK8KvOo0kLqMUx6qosQW2E8GR+BlLjhTE\nHTcHyfFyoJTSx4QrGCmBlDq7SaBUBCnB8TKipJcRBcFYV4xy3zuOm8/k5jl5FWhOKPPJsTxRSYs6\nuoudcMvBVOB0UlJ4HfQIXEA6e8kXYTx3lV/OJ/wsKOUEx9zsJu+jstzPtRrjiVTC24+fD+XnM3nv\nbeG9CLKfwi8pEucovIwm73PHu2Qoz8m/TjiXyrtHESehrK5perpbLui9d+e795csLH559CBSrKi3\ntlse1ywzk+cXLWVnabl/XLutCopKSLWi2HGJoyA3NYUHPp7Liu27/Gte89LrvLPiGzKTk7n2mAEH\n/IytjsW5662PGP7gJHbuLyM5GsWWkltencWOkjIyU1N47atVXDf5TUY+OYWiikoA2uTlctdZJ9I0\nO/Of+I4/NDMXr+a6iW9w20vvMvSeZ5i19Jt/av6Uuct466s17K+o+t6xxWWVFJVV/qtbNRgM/8MI\nobCVhf39Qw0/MEaAMhgMBsMh+eKLLzj77LPp3r0706dPZ9y4cWzcuJGXXnqJXr161ff2DIYfnb3V\nZRTFKunbMB+A93cs4c9rXnMFGyWQKgpYvvDkKLe7naNFHWUhsbw8qCB8XAeHO14gtyNdh5N2RMUd\nC6mi3nFPXJIWjhMWmtwgcMd2P4LlClN+yLgrNknbFYmkA0gvQNwWKMd1PCkJyrHww8M9oUsHkus5\ngeDkCVQ2nptJBIISoY+6rM4REHdFImHjCUZ6jgiEJC0QCZEwXzjeS4eOa4HHE5KE131QSB1G7q0v\nw+t4IpMTmhMu8QsJUnvKqt21bVfM0s4rAcQcxWOfLyAWc9wxnnD3wMdf0D4vl6PatKJVbjYAg/Jb\n0bVJIyJCUF4bAwVNMtK569QT+XjdRt5eGYg3O0vL2bqvjMrqGMXlB4ozT81ZwGtfrwYFUxYt553r\nL+fM7p2ZtWId8zcUAvCLEwfTtmEuq7btZtu+0oT5Kwp3cvaDk1m6Zcc//d9AmKM6tOGknh04vlt7\nWjTIpkWD7H9q/tPXnc+0my+lcc73C2Ln/nEyZ979d79TpMFgMPzjCBwsHGUcUPWNEaAMBoPBkICU\nkrfeeotjjjmG4447jnnz5nHPPfdQWFjII488Qn5+fn1v0WCoN/64bBYK+F2vM7wjrqghldtZDlyB\nyPYEH8dxnUq2tIg5oRI7aWHbuvNdBKXc7nWOY2E7FlJGPBHLPS49MUrKCKiI1xFP+IHirntKB5pr\n0Un5Hd784HDpOZF81xIJLiaUJzxpG5Xfoc51SCnbvWZQwua5j7RwpIUofSzkTBIy9CJ0TScQhfw1\n6jiadBC5dib55XAhB5MWonQ5HoTWDDuebHyxSAtXgmC9QNgSnnAV7Fd49yu0WyrktNJuK73HbcVl\nHNW6FfecOoyvb/453Zs0YUdJGdILLk+ORnj92ks5vXtnJl16Pr868Wj/++zEDu2IIEiNRslNTaWy\nNpbwfXhSt44c37EtbfJy6J/fEoB+bVuSbFlY3lPo1qIxW/aW0C+/Bb3bJHYi3bC7mI179vHtrqLv\n/H7/Plo1zOHBK87iwkG9+OD/rqF323+u42mTnEy6tmryD409qU9HTu7TyThufwDuvvtuhBD+q0WL\nFlxwwQVs3LjxoOf1a/jw4f4abdu2PeiY6EGywwyGHxuFwFZRbGXkj/rG/EQwGAwGAwCxWIwpU6Yw\nYcIE1qxZQ9u2bXnssce4+uqrSU//53I9DIafKouLCsmJZtA4LRulFKe26EOqlcQLBZ+xqnQHjlQ4\nEresDnBCWUZSuqKRlBLtKFLSNfjocrggQVt4SVGhvCTcTxUhfcUvndNDgpK6cDC4UjrjKTwWVyTy\nL2n55XF+hpM/2OuOByC9DKtQOZ+fjeSJA35gtwiJSHXC1IMMJm8dqS1IIsgRlyKhHA4v20n5a6tE\nh5Ve1x/kre6JTMoTqvTzC7riBd3shH6+WtBSwRrgCV3epX3hSkGjzHSKKquC+cBjcxaAgIGtW/JV\n4Xaa52TRqXEjFm/ZwdndOvPaktXsLa/kgr7dyUhOBqCyNsaizduwHYmSioc//JJP1mxg2nWXAFBS\nVc2dr31Ez1ZNGX/haXy6ZiM1cRtLCGK2xPZa7OWmp9GrdTNO7HoEdTmvf3c6NWv0TzmWlm3awc6S\nck7r0/kfnvOf5K5LTvqn59iOZMXGHfRs35ykqGmQ8V3k5OTw/vvvA1BQUMDvfvc7hg0bxurVqw84\nH54T5pJLLuGGG25IOGYEQ8Phgq0EQpifA/WNEaAMBoPhf5zy8nKeffZZHnroIbZv386RRx7Jyy+/\nzMiRI81fLg2GEMU1lZTaNZzQrDPvbV/O/y2fzrmt+nFHj7N4fsM8ah3LCwN3+9JJL+9J//qlRRtF\nxBcpXOFJeYYjN8ha4ZXB+X+pDX6BUyr0uaNPa7dTSEzSXebCAd7+RP3SApUKMr+1mFW3A50U7qGw\nMCXwhB0rUGNCzqKEoHI/MNyb69RRlTw3lAgFiwtfBAoLVJ7HSSrfgeUHpIfv0iHhuG62h5MoXiUI\nXeHb1q6mSPCshb4/b70+LZuyubiEkppaAIrLXfEpKckiHpPYSmIJd9ul1TUg4dye3bCE4uvNO3ht\nyRr/GX206luKKqvo0rQRx3dqx8qtuzn3yK40yEjl1cWraJ7jCp5CCD5du5FvdxexdV8JTbIyeObT\nRcRsh5FH9WLO7ddyyZNTKdxbws1nHM8r49zOeMs272B/ZTUndA/EqDFPzyBiWTw95nxmLf2GG047\nmvSUZA7F7S/NYuf+cgZ1bEODzLRDjjuceHPuSu57eTY3jjiOy0/pX9/bOayJRqMMGjQIgEGDBtGm\nTRuOO+44Zs2adcD5Q9G8efPvHWMw1AduxXUEYRxQ9Y75zcJgMBj+R9m9ezePPvooTz75JCUlJZxw\nwglMmjSJk08+2fzF0mA4CBNWfoRU8JueJ/HJ7tUoBa8Xfs2bW5Zie0qCbaP7uXlChxtIDq6AIaWb\nFRW0twO84G89RnnlXkoF4orvXvKUHfe95Tt8lCO8zwVKizNaUfFFGL1uqDzNm+NnLiGCgIZQ+Zt+\nL/QeQkKMfx19XStwa4XnKV8cc9WgA37K1BGclFQkynci5KRynVFarPPFIRGs4z9iX4MTCee12Cbq\njEtwXNnw5rWXcN7EKSjl3pp+fFnJKZRW1/rjoxGB4ygyI8mUqBp31wpSIhG2FJcA8NRnC+nUOM/f\nQ5IQ2EpRVFkFCr7ZWcTPhx7FuX268e6StdhS0bZhLh+t+JY3Oqzm/AE9OL5Te64+th+n9uxEdnoq\n1TGbvvkteGvxGh6c9Tl7K6vZUVIOQGVNjHeXfsNj78+jpKKa0cf34bZzhiKEYGj3I4hYgufnLObD\n5d9yXNd2HN05v+5Xxad3mxa0zK0kJz3lkGMON/p1bs3RPdoyqNuh78twcPr16wfA5s2b63cjBsN/\nAInwyu+MA6q+MRKgwWAw/I+xYcMGrrvuOvLz87nvvvsYPnw4ixYtYvbs2ZxyyilGfDIYDsH8PZvJ\niKTQKjOPU1r0YmTro1AI4koFXeyIABGkiiBlBMfxRCfp5UFJL9hb90tTOjDcy4yyLaQdQTraBYX3\neSi3ybFAaWuO7lYnXJeSI0DqHKeg852Sbj6UL2Tpc44nXtUND/eDuL3cI92JLtyFTq/lH/Ou7WdA\nEZxDr0dCcHhi5ztPfNLjnJCQ5QTHw2taynMrOV52kx8o7oWQ+84qkbAn4bhz/eworywvXIYH7vsr\nnp9BbkpK6Dru9dfu3JuQA+XEXG9bWiTq329eWirxmEO7vAbcedoJNMvKJCstFUu53wW2rTilWwem\nX3cxvzxxMFEl+O2rH3D7qccT8coIy6tdMat5bhYAv5g8k+c++5pLn5hKRU2M288cwqsLVvLbaR+Q\nkpREr5ZNmXDx6QC8tXgNf5zxCUd3bENKNMLLc5exdW8JQ373NO0b53HvRady+7lDmXD56RzVsfV3\nfv8vWLeFpRu3I9Whx1TXxvn7h4so3FPynWvF4j9OL6p2zfN47Mbz6NS68Y9yvZ8SWnhq1qyZf8y2\n7YRX3UB4pdQBYxzHwWCodxTYysIxDqh6x3wFDAaD4X+ExYsXc+GFF9KpUyeef/55rrjiCtatW8f0\n6dMZMGBAfW/PYDisUUpRVFNJ24yGAFz0+TO8vGkxcdsNCnekwHaCEHLpldJJZaHwQsN1NzrdxU65\nH6UjcLyQb3SoueMKRtLrRpfghAI/zFzp8G8t3ISCu5XjCmNKh3yHM53CpXlanNHiii1c4UmKoPub\nF8rtjvVeul5NC0JS794L8A69tMPI7zzn3YuAIPQ7JBL5pXiemCUkvmhjQdCNTq+r9+B1x/Pvx8bv\nbGd57y0nWD8cZi5CH/PS03yxqqwmRmllbaJDyoHUSOQAwcqxFTtLK/y5L189klN7dMK2Jfe/+xlv\njLsMK7w/wI5JmmVn8fMTB9G9ZVOqYzaPfPAFMVuSHLHYV1HDU1ecy1FHtGbyZ1/Tu00zGmWmYzuK\nK596FYBRg3vRr21LGqSmMXHsBbzz9VqO/r8nadMolzHDBvKrM47ltVtG88ato4lLh/2V1ZRUVgMw\na/E37NlXQcT67l8Lpt5yKW/deSXRSDBuyqdLOfOuSezcVwbAF6s38djML3n+o68A2F9RzbfbE4PO\n/zZrIYNueIwVBTu/83qGHx8tGq1fv55x48aRlZXlB40XFxeTlJSU8Prkk08S5j/44IMHjBk2bFh9\n3IrBkEByJA2HCJL/HgfnTxVTgmcwGAw/YZRSfPTRR9x///3Mnj2bnJwcbr/9dm688caEv2oaDIbv\n5t0tq4krycVHuGLthfn9WbNvJ5/u/jYUCi68cjtd5mb5pXU6vsgtF/PEJ1sLTu4CMqHkTXhFZ25J\nne8z0KKPFpSUP911NRE+HlofAoGKxLkQ7CmhZO2A6+n9aTWMoKRNHqKkLvS5my+u54rvGOPtyS/J\nI/SMQ0KWnqOflUpcR7hfAj94nGDphEByfx/6pIRhHY5gV1kZczcUuuV9IReXUtAmL4fTe3Timc+/\nckvpLMhv2ICCvfuxhCtCDu7QhnW7ishJTqFXi6bUxmzmrC3gnnOGMfqZV9lfVQMKPl1bQOUr7/Hc\n2BE8ccU5THj3M/q3a0VyJMoJ3duTFInQt21LZixcxQNvf07DzDTOG9CdT1Zt5Mz+XXnwnbmsKdxN\nSjTCkoLtlFTWUFpdQ3l1LcnRCGNOHEBachKWFXyFvh7/S6IRNzvs0Xe+IGJZXH5iv7pfwQSa5x0Y\nWL5pVzHbi8soq6qleR4c16M9t104lCE93aypGx9/k1Wbd/HOn66mRSM3sDo3M5Xs9FRSk82vIYcT\nWmDStGnThmnTptG8eXPADRz/+OOPE+Z07pwYSH/ZZZdx4403JhzLysr6gXZsMPzjxGQttoogDuiG\nYfixMT/5DQaD4SeIbdtMnz6d8ePHs2zZMlq0aMGECRMYO3Ys2dn/eNcjg8Hg8tKGxUSVxXn5PQH4\nRZcTGfj2eBxPYOqY0YT1FXt9ZxJYfmg06HI6V8lwxRTh5Wmr4JwvGgV5R1rY8gUQEQoO12KQzn4K\nqygJgpG+i5BI5K+r/EynQIw5iDgU+je7u0OR0BkOgV9e5/fIC187HJAeDg4PYq2CtUL5UsJNdSeU\n1hScC+0x4b48sU+vlSCMhYQpIRPnhO93xtJV/jVyUlMoraoN1lawe3858zcU0jgjjeKKahwbthWX\nggyiqJZv2s7C9YUAnjsplTtnfEhOWirn9u/G5M+WANA7vxmXHdMbgNz0VN5bsp73l6zDloquLZqQ\nl5mOEIIhXdvRMi+b8wZ2562v1rK1qITRx/bh5D/8jbLqWh6+6ixGDOzJxl3FjD6+LxcdfSQfLvuW\nMY8/wWl9O1NcVkWnlo249byhCR3hXv71xQml15MmTWLMmDFs3bqVVq1a+cdvv/12xo8fz4svvshl\nl10GwB2jhtEjs5YurZvw5Zdf8uyzzzJ58mSGDRvGxx9/zLnH9KBZgywa5mRQXV1Nk6ZNqSgv5/rf\n/JFkuxIhmvB9bNq0ibZt237vOMO/hxaYhBA0a9aMFi1aJHxfRKNR+vf/7iD3pk2bfu8Yg6E+UErh\nKOE2zTDUK0aAMhgMhp8QVVVVPPfcc/z1r39l06ZNdOnShUmTJnHppZeSkmJsxwbDv8qGsmKyktKw\nvDIlW0qu7DCIh1fPQSnBN2VFfoc6yxJIT1RSvrAifFVEetlESim3k50ICzIisWNcSDxS2nUEJIaL\ngxKqThe8YF5dZxHgloAJgjnhPwr7Y70wdR0aHnZMgVsLlyBMedJUqDSvrvijtDiku8qpOmv4QltQ\nSuiHkofmhh6nX8qXgHZOhZ5F2P1kedlcCc3+dBlfeDEJGdEkSFaUVcf8w7Yj+XbXXmrjkrTkKNW1\nNnEp/WtZAmpiDpkpUSpqbb4u2E5mShIoKK2soV9+S8r61/Dm4jWc378H7y35hr/O/Jy/XHoaFwzs\nQUVNLU1zMnny/fnsLCnns3t+RpOcTN7/7TUAXHR0b6pr46SnJHPTWcfy3OyvyctMY8zjM4jbknd/\ndxUt8nJ48r15oCAnPZUPlqxnX0VV3SdF19ZNE973HzAQgNv/OpGXH7rHPz5v3jzS09OZN2+eL0BZ\nlmDZksWkpKT4odWZmZnMmTOH3bt3c/5xPTn/OFe0nf7mGyjpfrE37iiiefPmzJ8/31+/oKCASy+9\nlCeeeIK+ffv6x7UDx/DD8o8ITAbDfy1CuQ4ok3Na7xgBymAwGH4CFBcX88QTT/DYY49RVFTE4MGD\neeihhzjrrLP8X5gNBsO/hpSSiniM3o1a+McunfMCy4t30D6zERsrihNK2KQTEj6E+99f8N7NUXLN\nUME/hHW2k9+JDuGKU/qt/kRSR5giMehbCzYquFxQNpc4zm9Lp7OUhPBdW/5+tQsptJYud1M6X0nv\nR9S5TsiF5N+BxBWuQsKT0DYolXgc/fi8Y34ZnRUaqxKFpbr3qPfsm6+860vtvgoLVN5C2cnJlNXE\n/HmxWpvy6hiW1v88sWpIx/Z0bdmERz6YF+zXW2vEwB5MX7iKimo3bDsioKI6TlZqMrUxmz+99gmz\n7xrLFcf3o6Y2zt2vuqVN974+m4KdxeRkpPLx78dSWVXLrCXrKK2sJi8z3b/Ozc+9Q9y2ef6Xo7hg\nUC8uGNSLS/86hXhc0rVVE874w3OMOXkgf7n8dLbs2c8Z/bsw9pRBpH1H2ZtSirjt0O6IDkRS0lny\n1SL/XDweZ/HixVx55ZXMmzcvYd68efPo16+f/0eOzp07U15ezvTp07n++uv9cVOnTuWcc85hypQp\nnHd8T1JSUhg0aJB/PjMzE4Bu3bolHDf8MDiOw1fvLWPD0k1sW7+jvrdjMPygKC+AXJguePWOEaAM\nBoPhv5jCwkIefPBBJk6cSFVVFWeeeSa33XYbxx57rPkrj8HwH+LT7RuIK8V5+b0AuGn+mywv2k5c\nweaKUhxbkBFNplLG0IHgUoJlkRAajgyX0pFY6uaX7rmfJ4gshFQUWUd88oSkhBI0L+tHHETQ8cvu\nfBXJdTYpfV0VzNWuLJ2XRN0x4WtCQii4fzxUHpi4n2ANFdpjOKtJQdAdr44rKXz/vnspfCxkFvMF\nJn28TgO2BCeWgvKqWKIJSiq3W2BoXwKYvWYjA9u1Ji89lf1VNYwY0IOlm3dQWFxC12aNQUJSxMJ2\nJNIT0LJTUjgivwVNsjNRCu6dMZuvC7bzuxEn8uU3W+jZphmPbt3DntJKamI2OelpVNXGqayNJ+x5\ne3EptXU6yV0wuCc795VzzUkDeGLWPLq1akLP/Gb0zHfz/hpmpfNdPPz6XF786Gum/W40w08YQnHR\nXuat3sxDMz7nkv6uC2ncuHFMnDiR8vJysrKykFKycOFCxo4dm7DWqFGjmDp1qi9AlZeXM2vWLF59\n9VWmTJlCUsT8ElifOI7DHaf8ibWLNlBbWcvm6DdUqSocxyHyb3xtdu7cyYIFCw443rdvX5KTk/+d\nLRsM/xYStwueKcGrf4wAZTAYDP+FrFy5kgkTJvDKK68AcMkll3DrrbfSo0ePet6ZwfDTY8qGpUSU\n4Px2rgClUKRGkhmZ34OGKRk8suoLKuM2KtzeWVpIqdUnV5TyJpOQ6eR9VDo4yBOIlO+EIrQGXlmb\nJ+jUKdHzU7pD7qBwnlIYod1U+irSN2sRDhkPBKHApaRFI73dA7Kb9Hi3NtB9r0v9ABESc9xzCRsL\nwsfrCm0E1/c3LuscD805wBGlj4f3jvfsVR13loAmWRmUVFa7HfBCa+syQMdR/PnNT0HA82PPZ/76\nrVRXxXhu7AiqYzY5qcn0atWMmJQ0y8mkqKyK+esLOb13Fypqaul/26P8/NRBZKYmc2a/rsxevpGV\nm3dy7bCBvD5/FasLd/HLM45h7MlHkZacxOSPF1NUXkVtLM41wwZwzlHd/T80TJ2zjIbZ6cy+92cA\nnNSnE/8IVTUxfvfc+wzv14kGmWnkZqaRkhTl+OOO5e677+aLZd+ycXsxn1Ssp1+/fvTo0YOcnBwW\nLlzI8OHDuXn8JEpLSxkw8CgAauM2ZZU1jBw1ij/96U8UFhbSpk0b3njjDRo0aMCQIUP+oX0Zfli+\nem8ZaxdtoKaiBgA7ZmMLyVfvLWPQmd8dRv9dTJkyhSlTphxwvG6emMHw46M8B5QRoOobI0AZDAbD\nfwlKKebOncv999/PrFmzyMjI4Prrr+emm26iTZs29b09g+Eny4aSvaRYUT7cto5bF7zDxCEX8vDg\n8/zzT66aR0xKzyUUEppExK31CmclKeGXxmnhwy2t81QPi8QytlCZni+CCBG4ibSzSisqDiG0hUnU\nEWfEAWVpAhLnChHkRIVK6oQMfdQqUiiIPKEXnhMq3ZOB6UrfS13BCEgUxfT5sGvME8qCZ5cg0wX3\npEWmcEh6nespJyRGeUOilkXckQgHiksqSY5EiIcdXkB+w1wKi0oS1vv15FmUVLm/zE/65CuuHTaQ\nyqo4X64rpFurJvz556cx9YtlLFhfyNGd8/nim02kpyZxVr9uXDv8KKRUrNqyi7SUJIb16sC+8iq2\n7yulX4dWpCUnYTuSh2bO9feekZJEg/Q0+nVsRWpyEvdP/5TcjFRO6vuPCU+aHcVlfLpsI1W1cZ76\n1QVceYrb5fGYY44hHo8zb/4ChMpkw9qVDB48GKVg0KBBzJs3j+HDh7NwwUIA+vV3c6PWbtrN9r2l\nFMdS6dmzJ9OmTePWW29l6tSpjBw50pSEHyZsWLqJ2spa//0RojsdRA82Ltt8UAHq7rvv5u677/7O\nNTdv3vwf3qXB8J8kgk0ES5mfQfWNEaAMBoPhMEdKycyZMxk/fjwLFiygcePG/PGPf2TcuHHk5eXV\n9/YMhp88xTXVNExJJy4dahwbW8qE8ye37Mrbm9cSlLcF9V9KeeKSzlECr9wOr+RLBBlKCHACF5NQ\nVlh1ctcJC1O+2oJ/PCGwG3wxy3ct+WV1Xt6Tvm4doemg5XQKNzw8Eqzhqz2458Jimy8MecKWFVaK\nwtcK7ytsjfLvKXTOe26+S0rrfd5x/buFkEHpoB/wrpcOlfv5pjNPWLNj0s96UgJqbScQ57wGhIV7\nSwgjgJJKV3w6sm1zLjrmSC57eJp/sk3DHLYVl3LRsb0ZdcyRSKXYtGsff7tuBIvWFbJjXxlZaSk0\nzc7kwWvPIr9xA47p2i6hZG7V5p3kpafR64jmNM/N5pXPlvHQG3PZXlTKszeO4IlfnEdW2j/faKJD\ny0Y8c9MFPP3mPN6dv4YzBncDYMCAAUSjUVokVTDgqME8dceDnHzqmRw15iHaN873c6COyIqxp0MH\n2rdtDUC7FnkU7Uqnb+eWXHTRRUydOpWrr76ajz/+mLvuuuuf3p/hh6FDn3akZKT4DiiAlIxkjujd\ntv42ZTD8gCjPASWNA6reMV8Bg8FgOEypra1l0qRJdOvWjfPPP5/du3fzxBNPsGXLFu68804jPhkM\nPwJKKWodh/zsPM5t15MNF9/BkBZHAFARr+WkmZOIDdheMwAAIABJREFUCotjm+cDyhVBpEWiL8dy\n3UA2KEeALdz3Os9JKZAC4YBwhPsKu6CkgDiJc3A/F0qP1S+CcrKQIKVL93DcEjh3jAg61tm457y5\n+kXoJSTueNsrqXPw85yEcjv7CccdZ+nxek1fcAs++qV/WtjS6znufvQ+Cc8H/7r+/rw9W3jXtEP3\nH3oeVvjew6V8EpKt0PMm2BsKkrWDTIKloHFWun9PCU40oE1eDt1aNSVquYUeyZbgwyXfMulDN9Bb\nCMHarXv48/TZXPXIq9z18oc8/d4CZny5ko07ivnNpHeZv2bLAXlN67cXsb+imoJtxUydvYze7Zpz\n5Un9aZGXTV52OinRKK0a5Xz3N/MhyEpPZfmGHcxZusE/lp6eTu/evdm2cS1XnNCF7du30W/AQFKT\no3Tt2YcFCxaglGLBgvkcd+yx/ryczDSa5WWRlZ7KRRddxJIlS7jvvvto2bLlYRMsrpTi2017iMed\n7x/8E2XAab3pOrADqZkpCCFIzUyh68CODDitd31vzWD4QRCAoywcI3/UO+YrYDAYDIcZZWVljB8/\nnnbt2jFmzBjS09OZOnUq69evZ9y4caSlpdX3Fg2G/xmW7tmOreAET3SyQmnYuyrL+bakiDcK1tA6\nowE4wsuBcrvIKYknPHl5S0oLU55Yo4QrAkkROJHwhCRb+EIMNr4g5buOQi4gtNAjXQELx7uCdF1T\nrujizXPc9bUwpOdaCiwlQuKPno+3T090wt2nFnC0yIT3Ep5IE3Yv1RWRRB1hKCwI6XOWN0+ExCjL\ne28RjNeClb+eHqf3pcfoF4Hg5QtrCmzbFQ8jQFSEzjkQj6tg/w4UlVYBcM2J/Tm7X1fSk6L88sxj\nEBI+XVVAbnoaVwztR3ZaCmf17wYKrJD9q2vrJvxmxAk0y3G7vrVr2oARR/cABd9s3cutf3v7gO/D\nC4/rxTmDurN1bylJEYsVG3Zy9qBuvPuna6ipjXPtA9M5845J1MSCYPLlG3Zw6s3P8MWKgkN+fwM0\nyEzjld+P5vdXnsKCd77mpT/OYME7X3P00Uczf/585s2bR9u2bRly1JHMffqX/PraUZSXlzNnzhw2\nbNjA0UcffdB127Vrx8CBA3nooYcYNWrUd+7hx+TLrzZy1c0v8MzLc79/8E+USCTCfR/cyf9NuYkr\n7hnF/025ifs+uPPfCiA3GA5npBLYysKR4vsHG35QTAmewWAwHCbs3LmTRx55hKeeeoqysjKGDRvG\n5MmTGT58uOloZzDUE28VrAEFZ7Xt5h/7tqSYNzas5rpeA3n42DMpKN3PI0vngRIkRyxiUgalb1Jn\nPrkfSWhcFsp+Sqzq88+7FWquvUZINyNKyKCsDkLlcO47V6xyQiuEytSE4IAOcUFZnkpwXrnlafq9\nV0IYzn7SJXD+Yu7n4So6f44+FnIYKU9oUuFyvNA5X7DSl9eClQjW8kvtDvb4QuP1+3B5oJCJzyEt\nGqHWdsjLziApEmHH/rJER1RoLAqe+3AxALN+fzWllTU8Lr/EidnM+GI5z33snrNtSX7jXI7v3p5R\nf36R9OQkCveWcP3ZxzD1tssoqaymcU4mT709j+y0JBwJlw3r61/KkZLVm3aRkhSleF8Fv7/sJBzp\nUFpZS3JSlLjtkJ6SRF5WGpXVMZxQeei+skqKSivZva/8YE8HgI3bi7jozhc4sd8RqDeX+V3RUjJS\nEPk1FBUVMXnyZAYPHuzPyc7Opnv37jzwwAOAmxd1KG6++WamTJnC5ZdffsgxPzZHtG1Mr64tOapP\nu/reSr0SiUQYdGa/fyt03GD4b0EJU4J3uGAEKIPBYKhn1q9fzwMPPMDkyZOxbZsRI0Zw22230a+f\n+UehwVDfrNy3myQRoVF6pn/sN3PfY/GeHSzZs4Opp1/EnK0FvggSsz0BwMt3UiGhSCjcIKRwORrC\nV4D8rnae6KG8//HL5ASu20erPq6yFeQm6XI9Pa/OvWhHkPL2568jPOdUeJ96azZ+rpMvGoUzlZT3\nud5bMDUhO9zfU0KnvJAAJOuME4lzRahaKqE7XvhYeEG9P0liTlTd86HPa72SrNP7dGbynCXBuLrX\nC+0P4A+vfEROeipZqclUVMW499VPaZCZSsOsdN5ZuBYUtGuSx4YdxUjpLvb0uwv4YuUmPl2+kRHH\n9WLG5ysAGNanI9ed4TqKNu/ax/hXPmXh2kKOP7I981Zv4die7Rl1YlAm9YfnP+C9Bd/w4p2X0qFV\nI5KigYPlhL4dmf3wOCKRQ//C1TA7gy75TWhUGuPzUFe0mooa1Cb3ebz33ns88sgjCfMGDx7MxIkT\nadCgAV27dj3k+iNHjmTkyJGHPF8fNG+Sw5P3Xlzf2zAYDD8iQlk4Xqm4oX4xEqDBYDDUE4sWLeKC\nCy6gS5cuvPDCC1x99dWsW7eOadOmGfHJYDhM2FtdSbKVWJbymwFDyc/KZWSnHqwt3sOY919HOYKI\ntMAWJDmRoLROhvOZhJ+1pEvb0G4lKQJRSmcW6XI1/U9mLeDYBHlQuvzNK1Pzs4kI1sIG4vhldJbO\nftLOJk+08kvg9EdPULJC3eJ0aZxfwqZdSHVK6PyyulCZYDj7yS8ZlHXme+/9vKbwvPA6oeN4+U/h\nbKjwuuH5Qrl/fe3cvBECSEuK+B359Gvpxu2kWBbCgWTLwi+cDO2zQ7OGCCA7NYXF325j6cYdTL3t\nMhrnZJCVmkxVVZw/X3EaZw7owuXD+tG6cQ5v3X0VzRpkcXT3fP50xansK6+mffM8hhzZnsy0ZBpm\npdGzfTP/+2zGnBUsXFtIu2YNuOb0gTz96xF0aNmQ48Y9xmufLuep17+kXbM8urRpQuMGmQnik+Yv\nL3zMCT9/nKvumcL4Fz454HxuVhov3n0ZzaVI6IoGYFVHaZjTCKVUggMK8DriuceNQ9dgMBzuSBS2\nspCmC169YxxQBoPB8COilOL9999n/PjxzJkzh9zcXH77299yww030LRp0/rensFgqENZbQ2pIvGf\nSwOateLzkWMB+LSwAFsphPSa3SmBjQoyl+q6cpRIcM/4wlLYpeN4Z4S3jlBe4Hhoju42p4L5fmc9\nvPX8crM6AoFKPO8f8/eYuG/tmPIVmrDIpV1VMlgHiwQ3VEJNXmjcAbKFvnftfhKJ5xKelcLvcOe7\nmersO6HLXUgMk8C23fvBgRrHr1X0563astt3ZNlx6Tq+dLmegsyUJK4+YQB/evVjUiIRnrxpFJff\nP5U/vvwRH907lgE3PILtSNKSk/jZ6YO57+VPGPvX6dTGHd665yqSohHe/GIVyzfs4KrTBnBM93Z8\n/tAvUEohtbUMuOaMgWzeVczClVv4w98/5KW7LmXFxh1U18ZZWbCTd79cw0Un9eGluy6r+yR92jbP\no2XjHNZu2kVNLH7IcYfqivbOS+8ftETryiuv5Morrzzg+PPPP3/IawBkZmaiQvcYpkePHoc8ZzAY\nDP8O7s9XC2X8N/WOEaAMBoPhR8C2baZNm8b48eNZsWIFrVq14sEHH2TMmDFkZWXV9/YMBsMhiNkO\neenpBz23rriIrnmN6de4Bct27fLMOCoha8gXncJiDgSCjgq9V4FY5Ja7icQSvLolZL7YJMBWQWaT\nt164vOyAuQSOJb8SkKC0LiHkXJ/T16uTq1S3dE5pd5MViGL680NlMmkS9nwQsUqE7qPu/fn6WDhz\nSgtzoTlKQU3MSZwfugdNUsQi7kiUEzyDlKQIlVVx7p3yETVxh5oam18/+RYCkLbiwnteIDMpmSaN\nM7h6/Kucd1wPFqwp9Pcfsx1qYzZrN+1k3NmDGXVCUE434s7n2banhHcnjKVRbgYNstLJSEoCCQXb\ni1mxYQf9u7Zh4cRfEbcdeh3RgiF9juBgFGwrYv6KzVx11lGMPe9oSiqqSUk69D/7dVe0tYu+pbYy\nRkpGsumKZjAYfjJYWNjKwjICVL1jBCiDwWD4AamsrOTvf/87f/3rX9myZQvdunXj+eef5+KLLyY5\nObm+t2cwGL6HuFTkph4oQK3au5szp71EZnIylbEYjTPSaZyWzuq9e12xJeRYSgjs1gKMFnj0MSUS\n9Cilx0CCeCS01cnBS/AOzddii85LCrmktBijP1d1xaVQ2ZwmwcGk38sDx0HovQyELd8FpUUoHSAe\n3mPCIqG91hXORMjtFHY6hY75Dil9j6HnnOgISxTbfKdV6J6a5WYy+ZaLmTRrITO+WIElICc9jf1l\n1VgEAtYFx/Xitc9WgIDtRSXs2lcBCqpqY8RtSfe2TbnilH688MHXpCdHsW2HlQU7ee2zlZw2qCtZ\n6an+Ncsqa3CkYm9pBY1yMwCoron7z3XrnhL6d21DxLKIJFucP7QXW3fv5zePvs11I46hX9fW/lpP\nTf+Sz5dspFN+EwZ0b0Nu5nd3T9Vd0b56bxkbl23miN5tGXBab9MVzWAw/CRQ6BByUzJc3xgBymAw\nGH4AioqKePzxx3n88ccpLi7mmGOO4bHHHuOMM87AssxfXwyG/waUUthS0jg144BzrTKzSbMiVNbG\naJyezt7yKvaWV9E6K5tt5eW+AwjlOX9ClV5+hzxffMJXe3xRygm5kxRBzo5UvqNK2e45y1sSSOw4\nV7e6TAs/kYO4h8Ld5fS5uqVzIlgvYYw+pu8lErquPq8zm6izJ33PddxZYfy1D3Y+HHweFqU84Ska\nASfuHQ4LWHXvo8497tlXwZtfrGJFwQ6UgrSkJPaXVwNgCUGX1o3ZtHMfQ3u24/SBXXjs9S9Y9u12\nhIL01GQm3nohbZo2wBKCAZ3aMHvxt2zbU8otT7zF07deyF+uO5O+nVrx7da9FJdW0rlNE1679yr2\n7K+gQ6tG/u1V19ggYcIvz2Jo3w4HPJv1W/ayYv12Xn53MZlpyViWheNIbrjoeAb2yKdP55YHPtBD\nYLqiGQyGnypKCaSyTAj5YYARoAwGg+E/yObNm3nwwQf529/+RnV1NWeffTa33Xbbd7apNhgMhydF\nlZUoJWiXlXfAuQfmf0GN4xC1LF4+90JueP9d1hcVU1JdEwgqDkFZXZ0SsARnkKqjq/h5S0H4eMJa\nnoXHPxd2S4WVHYLPw93n/Jwl7WSqWxanArFGO6N0DlJYrDnAOeStp+w66xPcu78tmbj/BKdX3XvQ\na4fvKSS0+TpZKD9Kn3TCsUfheaGJKiQGJidbxOJu4NO7C1azbW8Zv7n4BPp3asV1D86guKQKhKJ4\nfyU11XE+X7GJ/p1aM7hLPivWbwegpiZGanKU9NRkzrntb+wvr2bm+Gu489n3GNrnCCKWxfD+nQC4\n8p6X2VVcDgpOP6Yb781bw6jhfeic34TTj+3G1WcfxdylGzm6Z7uDhn1//u7LfPP2owh5J/tKKtiy\nYz/VtbW0V8t4/fXXmDlzJqeccgqVlZVMmDCBV155hS1btpCVlcXQoUP5/e9/T48ePQ5Y12AwGH5K\nCAS2FESE+SNwffODClBCiFOBR3D/FvY3pdRf6pxPAV4A+gHFwCil1GYhxKXAraGhvYC+SqllQog5\nQHOg2jt3slJqzw95HwaDwfB9LF++nPHjxzNt2jQsy+Kyyy7jlltuoVu3bvW9NYPB8C+yubwEFLTL\nyT3g3O7KCiLA1PNG0rFhIx479UyeWfwVr69dQ7ucXDYVlyaWh4Uzkw4oL9NCU8jdpAUjEXInhR08\nYYFGl/N54d8JJXdh0UiEBJs6+Up+gHkdoScc5C0Odu3wWoTK3+qUvdUVliy9P0hwRh0gcB3MGSUS\n1xbhZxXanwqJcxYJj8GtTtTzQ4JgvFb674v2V9I4O4NT+nfmtc+Ws6+0ivTkKDW1Nnv3V5ASjfDa\n7OW89slyAPp2asmS9dtRAtZs2eN+OaWiY6vG5Gam8cTNFwDw1epCKqpqWV2wk5aNchnaryOff72B\n1k1zSU1O4rOvNzDtg6V0ym/C4J5tGfz/7J13eFRl3obvMy29FxJSSAi9hl6lKSKCIkVEUUCxgK4K\ngqBrWfVTV0AQsSEK2BBFQQHBglSl9x5KgEB6L5My7bzfH9NOAri66mJ57+vanZlz3nbOzGWGZ57f\n87ZO4lKYqyyUmWswGvQ8MqYvzRvGcPhkNvNfeY7Pt3zDihUrGDBgAGazmb59+5Kens7jjz9Op06d\nyM/PZ968eXTu3Jk1a9bQt2/fS84hkUgkfwWEAio6Z7ai5IryuwlQiqLogTeA/kAmsFtRlFVCiGOa\nZuOBEiFEI0VRRgEzcIpQS4AlrnFaA18KIQ5o+o0WQuz5vdYukUgkPwchBJs2bWLGjBl8++23BAYG\nMmnSJCZNmkR8fPyVXp5EIvmVZJU7Bai44JCLzr09+CasDju+BiP/3rwZs9XKywOuY1xqOx5Yucpb\nNlZXZFHd5XQaRcYtUqlKbfFIaMQVldqZT9Rph9ehpHVXubnIeVV3HvCW7Lmzo+qUrAG1c620LiT3\nfDpNO014t7a91m1VK0uq1j1yNanrfNLOr3GVacv9tCKX22mlLTlUVOc/Rjzrcp0L9DNhrrI62yhg\nqbHjsFcy6NEF2O0OUKHGYve0t1odtS4nt6iCYF8T0WGBXN+1Oe98uZ3cwgqG9W7Di4vW0a5JHIpO\nYc5HGymvtBAW7E+ZuZqXH76Rybf2RlEURlzdllGPLibYz0RVtQUta7YcYc57G3j18RG0alyf6bNX\nsvLb/aiqYOSA9gDMn/sC2zd/zSeffMLgwYMBePLJJzl48CB79+6ldevWnvGGDh1K3759GT16NOnp\n6fj5/XROlEQikfxZUYWCQ9Whu4STVPK/5fd0QHUGTgshzgAoivIJMATQClBDgGdczz8HXlcURRG1\n92C9Ffjkd1ynRCKR/CIcDgdffvklM2bMYPfu3URHR/PCCy8wceJEwsLCrvTyJBLJb0RBdRWKUKjn\nF3jROZ2i4GswArDs8BHMFisPdO7Cot17ySytcDbSOIYUze50znPO1xeV57lO18py0jh5POVmbhzU\nEoi0gpfiLptzl5m559G6njTlb55j7hK6Oo4orbNJuEPFda7n7uOacPFaZXXuuRUuKr9z36uLxC2t\nYIa3PwJ6t05m88GznuNCM1ctt1kdd5SiaTuke3NW/njMs4SkyBCOnssHnYKvQU+Nw45QwWJ3gIAn\nx11DemYhzRKiWPzVbooqKmlQL4xjZ/JBgQCTkdz8csyVxXy4Zhc/7jtDXEQwby3bCgqs2nQEgO5t\nkxjQvTkdmieQdjaPq+95nbE3dmbiLVdhtTkorahGCNiyN522Tb0/ZlTX2KiqsWG1OW/yNd2asHdz\nKKdznVfwyCOPMH/+fD766CMGDb6Rl978lm7tEnn33Xe5/fbba4lPAEajkRdeeIE+ffrw2WefMWbM\nGCQSieSviAI4hNv/KrmS/J4CVBxwQfM6E+hyuTZCCLuiKGVABFCoaXMLTqFKy2JFURzAcuD5OoIV\nAIqi3AvcC5CYmPgrLkMikUic1NTU8OGHHzJr1ixOnTpFSkoK8+fPZ8yYMfKXY4nkL0hpdTUICDH5\nXLZNUVUVUT4BVFRa+GD/AbrEJ7Dq8AmEIjxhp7VK19zh5G7qOow0x2vlNrnPa11VCs5wc11t15NW\nyKlbaqedSNGKVLjG0TqnNAKR+xo8U7sFJU0IeK2d/S6BR+gS3ke3GOQObEfBKYCBZ1c/j7ilKc/b\nffQ8egGqVrVzO6fstecUzn95EB8VQk5xBQ6HSoCfkY17Ttca+9i5fBSgQWQIgX4+HD2TR4BJj8Wu\nYrWrRIUE8tLi79EpCg5VoABpZ519wgJ8Sb9QBAqMHdSJ91bvxlxpAQUMeoXQQD8KS6sAyC0op0/H\nRvgYDSTEhBIa5EdEaACbdp5kw/aTPDjqKpqlxNIiJabW/RtxbTuGXtMWvWsji6HXpHLwxxa8fmAD\nTzzxBHPnzmXhwoUMG34z6RkFrN5wmH37dlFZWclNN910yfekd+/ehIaGsmXLFilASSSSvy6KM4Rc\nXO4PlOR/xh86hFxRlC5AlRDiiObwaCFElqIoQTgFqDtw5kjVQgixAFgA0LFjx4sEKolEIvm5lJaW\nMn/+fF599VVyc3Pp0KEDy5YtY9iwYXKLaonkL0y1w44QYHI5nS7FyYIizhSX0KJeNGM7tGNnxgVn\nyZdQuCo5kS3p571lbhqhxEOdkrKLHD/uZsIrGLnDwT2lZHV2vvOIOW43ks47tscp5B7YJSApivO5\n0LSrtRaV2l/bNY4m9/o8x7RuKrcjSSucufu7r9ftpnIJQTqoVXrnXodOI1jVWDRb/KnePto5nNfh\n7GTQKWQXlHnGr66yedYK0DQuipOZBSDgQl6px6VVVWNHFRAa6Et0aCDYQdFDYnQoT98zgE/X7WfD\n7lOUVNQAcHO/tnRvncxVqSms/fEoX2w4zJSx/WgQG876nScZfX1HzFUW+o6dx6DeLXlywnXcdl0H\njqRls/PgOSoqLWzYcYIfP5nCpdBfYhfVoqIiXnzxRSZPnkzztn24etRcHrnnauY8OYJDezbx2UJo\n0KDBJccD57msrKzLnpdIJJI/O6oQOISCTgpQV5zfU4DKAhI0r+Ndxy7VJlNRFAMQgjOM3M0oYKm2\ngxAiy/VYoSjKxzhL/S4SoCQSieTXkpWVxdy5c3n77bepqKjg2muvZcmSJfTt2/eSuxFJJJK/FqrD\nGQj+U1+WuibGs3DETTy5Zh3PfL2BRhFhzLrhOhbv2MsPp8+j04pNGiHGXa7mcUNpXDvakry6z90a\ni6J6xRvwCkja3CaPeKUti3MLRe6cJ+Ft48lKcs+haEQk10Ft1pJnfqEJ+XaPp53Lc4BauVHuY24R\nSAjnbntu95c2KsvjuPLsEOhu57opOgUF4bq/ivPyHM7fun1MemwW5wX6mQwIBDabA1VzX4b3ac1L\nH25w3mPN3MF+JhrGRTLy2nbc+3+fAuBwCC5kl/DBql28NGkIwT7radQgipv6teH0+QLG/fMjOrVK\nZMYjN7H38Hl+2HWaYY8PJ7VZHA/932fkFpSDcIaImystfP7NfgpLKpn92DAysoto3SSOX0JwcDDN\nmzdn4cKFdO91HcGBvoSF+NMlNYmzab6/aCyJRCL5K6IIBYdQpAPqD8DvWQS5G2isKEqyoigmnGLS\nqjptVgFjXc9HABvc5XSKouiAkWjynxRFMSiKEul6bgQGA0eQSCSS35C0tDTGjx9PcnIyc+bMYfDg\nwezbt49vv/2Wfv36SfFJIvmboMf5pdWuqpdtU2O3M+HTleRVVHIsN493tu/lWHYenRLiMLncKh5h\nx52VpHqf437uDst2HdcJzXFNG50Dp1ilalxRrvOecj6HqzRPdT13t3GNqVNdYzhc6xHeNXqea+bX\nudfv0Izn0LwWtedRNPO7hRwd3rF0aObVCFSe63CX9al11i4AIVAcAuzOR48Q5xCetTwy4iqCfEye\neWwut5SigqXajq3KgbBBkJ8Jg6LQNiWW+OhQEiJCuL5rUwJ9jM5rU6HcbOFAWhYnzuZTXWN1Bti6\n5t179AK5heV8seEQKzccRq/TkRgTzoCezbl5QDuMRj1lFdXkFpWz9/B5Vq8/zKG0LHLyy4kKDWD8\nsG68v2IHhUWV3H/bVXRrl8yoQR1p2TjW8/kqLDbzxnubyM0vI6+gvNZnz+5Q+Wz1Xqw2lTVr1lC/\nfn0enDiW15+5nr7dmwIQF+cUszIyMi77Gc7IyPC002Kx2jl6LItLJF1IJBLJnwqhgF3V4VBlBtSV\n5ndzQLkynf4BfIvzO9wiIcRRRVGeA/YIIVYBC4EPFUU5DRTjFKnc9AIuuEPMXfgA37rEJz3wPfDO\n73UNEonk78X27duZOXMmK1euxMfHh3vvvZcpU6aQnJx8pZcmkUiuAD4GI0KA7ScEKINOh0MIj4By\nY8tmvL99PzHBgdjtai0XkNZhpC1tc79W3CVw7twlzU50tcbRijbKxeN4cqa0uoErK8rdzvMVXNR5\n1JTKeRxIbteWOy9JO7drbR7Hk2sMj3nJXVrnnkPj0PL01QhgwqGxW7kFJ3c7bZlinfm0Y7/1+Y9Y\nbM4LNeoU7O4xXQ4rt8MpyMeHr+bcy6Ivt/PQjBUAFBSZAeEtI3Q428ZHh1IvNJCCYjM6wNfHyPU9\nW7Do8+2E+voyZUxfHnxuGYdPZPPKE8NpkhSNQa9jzfyJKIrCyH+8S15hBYlxYRQWm5nx6E00TopG\nr9NRYbYwsFdLLsXGrSf4ZOUezp4vZOe+szw/fQg9O6ew++sDnNybjq3EjACCgkP45NMVDLq+PwMG\nDGDr1q1ER0fToUMHAgICWLVqFTfeeONF42/atJnS0lISGrS46Nyi93/g0+W7eOaJIfS5qtkl1yeR\nSCR/FlSheLIZJVeO3zUDSgixFlhb59jTmuc1wM2X6bsJ6FrnWCXQ4TdfqEQi+dsihGDt2rXMmDGD\nH374gbCwMJ588kkefPBBoqKirvTyJBLJFSTYxwcElFtqiAq8eCc8AKNez9p7x7Dt7HlS42PZcvIs\nCpBbasbPpMduczir69xCDnhFGDTOIrgoK0nRCiuarrUyojQCDq6yPh2usjulTts6Qg3usdxrUTRj\ngjf3SWj6uR1PdcaoJZZRRyTS7GgnFM2YqnDO6ar181yqS3jCdW8UfZ31a8fXlPW5z1msqqd8MCYi\nmKz8Mnq2Saag1MyJswUex1R+QTmTZy333iCXU8tS4/DcC53r+Obdp3jivgFMenE5AX4mKiutrP7+\nMHa78yY99OxnKDoFq83BkpW72b73DC8+OoRu7ZP5x1Of0KJhPRonR/HjrnQAgvydwfYNEyN5bOK1\nPPbCF+zYd4Y3X7qNFhoH1KBrWuPvZyIwwIecvDJio4J5fMDzHN91GkulBQxF6ISDJ/5vBbv2Z/DR\nks8YNnQQAwcOZNOmTQQFBXH33Xfz5ptvMmnSJFq1auUZ2263M33645h8grmQG0xdenRrRPrZfJo1\nib3onETyv6DEWoCv3h8/fcCVXorkz47qFKC1On5kAAAgAElEQVScHhbJleQPHUIukUgkvxc2m42l\nS5cya9Ysjhw5QkJCAnPnzmX8+PEEXuYfmhKJ5O9FhK8fClBcXU3KT7RrFBVBo6gIAJrVi+JQZi5b\nTpzDYnEQ7udLUVVN7VwmraCjdTHZvUKSp737uVtQ8gQ7cbEjCq845BG2NOKS0LiZtP08biWNSOZe\np0dn0oR9Q22By+0W8iC82lTd8HJ3JpZ7PkUrNtW9H27HlcN7TSaDDqtd9QptaO5RLTeXM+njxfsH\nU1hWSc+2yVTVWLnzXx+TX2ymutoKwKET2R7hqX69EPIKKjw5VwoQGuRHaWk1GVnFRAT5c9v17Tl4\nLIuMrGJ6d2nM2s3HCA30o8Jcg8OuMvufw7Db7JxMzyM8xB+L1c7x07nYk6J4+cnhfNX4MA0TIgkM\nqL2z4rFT2ThUQUFRBWgEqJVr93MkLZtnpw2iV5dIdqz8muM7T1BT6QxRt1vt2BWVCJuNpo1i8A+s\nx0dLljFi+I0MHTqUtWvX8vzzz7N161Z69+7N448/TqdOncjPz2fevHkcPnyAGbPmM3zoYOrSplUC\nL794y0XH/1vM1d+RV/IYidGrMBrif7NxJX9dXjv1OAn+KdyZ/PiVXorkT06IXyAqOur7RFzppfzt\nkQKURCL5W2E2m3n33XeZM2cOFy5coFWrVnzwwQeMGjUKo/HyO11JJJK/H/FBQSAgs6KMTrX2Vbk8\nJr2exJAQ545tAlrHxbDlxDnnSZVau7u5j9XaAQ9quaUUFU9mOMIlxriVF62g5cbtCHKd12lL5ty5\nU3UjfbRlbdrx3KKTq0/dabTlfkK7FlWgc0aCa9oKb3+taKVortu9PpdY5hHTNIKd6goaV7T3TCOa\nCeGa23Xuzic/YsLNPTiZnsu7n2+nUWIk699+gEET3qK0osZzUU0bRjHt7mu576mPwQF6AVd1TqFd\niwRefX8TQ/q2YeyjHxIRFkBRsRmA9T+mcfOAVEZe356vNx2jVdP6nM0oZPigdqx6d6LnXn321j3c\nOuFdpjzzGafOFnjuwYev30VSQgTVNVZKSqoICfSlV5eGqGoNim0vwlFGcfYn3DngBJbCdfgpWzm9\nox6WqmBqfYqEICHAl9EP9OWOe96lRbP6LFu2jKFDh3LHHXewdOlSNm3axMyZM3nnnXd44oknCA4O\npk+fPuzcuZPWrVvzv0Cvi8ZkaIxO8f+fzCf58zM07m5CTdKNLvn1hJkC+azH44Sbgq70Uv72SAFK\nIpH8LSgoKGDevHm88cYblJSU0KtXL+bPn8/AgQNlqLhEIrkkSWFhKELhXEnZL+oXHxZCkK8PJr2e\nMnM1AP5GA1U1dqeYA7VdTsJrAqolLOEUWtyOHM9xt7OpbmkerswiUWv4WvN4drJzjeP+z59wiz/u\n6oQ6sVe18qvqlgaqoLjDq1ThugzNXkOutjqXcKTdZQ61tt7lHQ9vjpXwHlcdqick3e1+8jXosThU\nhEO4sqKcczeIDSUrr5S3P93q6X/6fCGfrztAeXmNU8dz3avbBnUiN6+U6JAAcguduUpZuaXUVNkY\nfk1brruqOT/sOk1EqD9VVVb2HD6PtcbB1l3pfL3+CNXVNoxGPTabg+SECI6eyCY+NowBfVsSHhJA\nUkIESQkRVFRZqKqyEhrkh15XyZEjabRIzmDRvwOICd6MKFwFuggc1oNk5kUx4lqVmhpf/IK6Aa1I\n6RaHT8Bn1JgtAKQoLWkZ2J6U1CTqRQdz/bWt6dg+iX69m2Oz2TzvX0BAAM8++yzPPvssVwo/n1QS\noj+9YvNL/ny0Du36nxtJJD+TWL/wK70ECVKAkkgkf3HOnDnD7NmzWbRoERaLhSFDhjB9+nS6dpVf\naiQSyU8TFRCITsC54pJf1G9czw6M69mBCe99wQ/HzwEQ7O9DdY3dK6a4cp/c4oynHM7t/nEJNJ6A\nblFHLLpU2ZlSuxxOK1bVCiV3O5c0OU46d3C4vfY6amVGedxVzk6erCi3uOUK7wa8geFaoQ3No2ss\nRVfb9VQr48nunlrUckK5ywDdwpzF5kARkFAvhMycMo94dj6zVKO24TkuHCpCCNd9dU5sNOh48uXV\nALRvmcD5rCIqK2o4e7aQsxcKueHqVhQXmjl2PJsRg9sRHuLPtt3p5OWVuYQwhY5tG9A5NYkmDesx\n7bnl1IsKYkDflhgMNt59+QYU6w8INRjsx8GygXNZn5McloFarielXldQi8DnWjA0Ye2WdrzxgZ0Z\nz95Matsmns9WlxscNO98gOO7TmGptOITYKJZ58YkpCZjNOqZNnkgEolEIpH8UZEClEQi+Uuyf/9+\nZs6cybJly9Dr9YwZM4apU6fSrJncyUcikfw8DHo9OqGQazb/V/2fG9afUa8vJa/UTGF5pTfHidou\npVph39R2B+nw9kH1HvM4pvAKM4r2uPY8ePOltAKPRpipVQ7nEZNcqpBbnPKIRt7jOurMi1cwE+7S\nOLc4pr0Onffa3evo0z6FLXtPO4PKNeV4ChqHlsb1ZTLocNhUHK55MrPKvO2FQHGV4nnFL4FR0bH0\ni93O8d03SsCTs1aTEBvKhZxShApFRZWgKESE+dOqUSzjp3wIinP/pISYUDq2TGTfgQxUH5VHJvTn\nqs6NCfA3IoQdxbab92ZFE+qfg/nC1eTkWUms78CoKwVDa1BLwdAM/Lrx9a5MrhtwBwHB8YCzDHzV\nmgO889E5npo2lNQ2XvHJ4VCZO28d3f4xiGEGhfQD50hJTeJwXjl33LmAEcM7cv+Ea5BIJBKJ5I+K\nFKAkEslfBiEEGzZsYMaMGaxbt46goCCmTJnCpEmTqF+//pVenkQi+RNiVHSUVVX/V32jgwP5euqd\n3LdwBXtPZ6ETEOBjpNLiKo1yCS1aUaiWIMXF5XmKznu8VmC4UrufZzzN2FojE9TOo3KKPMJrfXKX\n1V2iP6rwrFvRadahCQz3uLE8k3mvEwC7cIlr3hrDykoLCgqKKrzXrNYZS+AU8nRgr1Fru8dca0OB\nIF8T5korjZIiSc8oRAH0ioLDqlJYVIle71qSCq2bxWKxOoiNDiEzs4QAX4PrmgSPjL8ak8lAhbmG\nYde346mXVjFv/gbiYkMJ8slm3NAUTh6YSUpQDvH1o1AcZzEZy0gKTwa1muIyPV//kERUZCx7D+no\n3HUwiQkxdO3ciG8+38CabysorjjPlq3fYzLqqaqyMmhgW8yVFl586SsWzr+L2NhQACoqavjq64PE\nx4fz4aJ76Dq4Azt2nMZ82pkrVV3tLbmTSCQSieSPiBSgJBLJnx6Hw8Hy5cuZOXMme/fuJSYmhpde\neokJEyYQEhJypZcnkUj+xJj0BsprLP91fx+TgYev68GY15YBUFmjEQmES4ByUatcrW7pmrud42Ih\nScGV/aQtN9OUq9V1J7kbeeZ2iU5ul5C3pE7jPtK6l4Qm3NxVSuh2dCla4ciNQ9Rem2btQnWe69+1\nKRNG9mDsPz/EXGVDcWiENfejW/Ryja9zRU4pAvR6BewqqmveSrMVHZCVWcLbz9/KtOdXIBBUVlqd\nYhQKz04ZzFMzV5GXW0azlFhiw4PQCejaLpljx7IpK6/hrfc3s3T+GLq0C6A49zvuH76DQH8rXduc\nJyzITnZBCNemllBU5s+X3wZjscZTWNaDKVOeoKTEweaj5xg6Mpmx9yxCFYK9R7ehABvWTsNqc2Cx\n2Ek/W0BWZgmBgT6EhPgzelQ3iosrWblqH4VFFeTmlmG12unSJYUFb44jJNgPgAP7z/HEPz8jJNSf\nJR9MoF69y/+9O3L4AlMnLeGhSQO4/oZ2l20nkUgkEsnviRSgJBLJn5bq6mref/99Xn75ZdLT02nc\nuDELFizgjjvuwNfX90ovTyKR/AUINpko/RUCFEDLhHrc1bcjW9POcTK7EL1ewWFziUDUyT7SZi1p\nHj0OJK3rCa+IVNcx5c18Et5cKOEVrjzZUgoIh2stCt5sKhdCoZYAphPak948Jk8WlKutJ4TcLYxd\nJmzcXc23/8gFbv5xkVPswlk+51yw1tPlnCQ6LICCwkrvtehA5wCHxtHlPpkQG8r9j38MKHROTeLI\niWyqKi04VMHSFXvAAbYaB1t3nuKJSYMYf2tHGieW0aLBCbq0yeS6nlWIwq+oNF8gxKeGG/tFc/Qk\nnD4fRW5pZ778VsVm9yMr1/s3JzI8gNNnLHz1zQFWfXWQ8KX+zHnpFnbuSufI0SyG3OgUgPx9DBiE\nYOSwjhw8eJ42rRJ44bnhAPTo2oiVX+xlxYo97N6ZTnW1je/WTadxo3qeeVatOgACbryhnccldTmE\nAFUVHoFOIpFIJJIrgSK0P4v9RenYsaPYs2fPlV6GRCL5jSgpKeGtt97i1VdfJT8/n86dOzN9+nSG\nDBmCXq//zwNIJBLJz2TY+x9zPD+f449O+tVjmautfLx5H9EhAfzr4+9rn9QKUO7XbgeUXpOBpAnx\nFhphyd3HK8DU+X6nOSfwjuUaqlapnidPSrueuqjCW4KnLa9TlFqle+6xFJcAVSucXHWOowOEJ3Xd\nPYziCQoXmowsAZgMCnaH8AhQiXGhnL9QUscyBQ+M601uXhkr1u4HYM6/bqZJSjTPv7KGnfvOgQqt\nGpcSE5ZPfFQ5PTvmEh+dT3WND76+/uh1pWTmRhIQNoD3PknnQm4YM158jhtGvuFdG9AhtQH792d4\nLrld20QO7M9Ap1MwGPVYrQ6GDmlP2okcjqflsOT9+/D3MzFs+DxQBNERQUx/bDCpqQ08u7KWl1Ux\ndepSrh/UFh8fAyfTcnngwf4YDN6/ccXFZg4fzuSqq5qi09UV6iQSiUQi+d+gKMpeIUTHn9NWOqAk\nEsmfhszMTF555RUWLFiA2WzmuuuuY/r06fTu3dvzpV0ikUh+SxpHRnAkN48Ki4UgH59fNVZ6biFv\nrtlOYlRIbdFHm+ekA2F3OoPcCLvXaeRxRQGK6hpAW7bn6aQ5ru3r8AabC21+Uh1xCwGKw2lxUrTJ\nUm5xSq29bsCTm1RLwPJ0c75yuqK8i/I4voSovVYEisP5qFNctXaATlGw253P9TpQHQJ/k8lb/qcI\n/P1MKAIqyqrJyS4lyNeIucLCS7MX0qNDCY+PD+dgx620bpJPSICNCrOJMrMJgcKG7SnoA6+mXWpP\nHn5sC/lFDoQqCAxsg7nCwvsfbUevA4drd8HoyED+/dxw7rp3EdnZJZgMetq2TuDQgQyEKnh97h2s\n+mo/gwa2ZczoHhQUVlA/NhSHQ+WGG1KxWux89+1hsrJKaNcuyXP1ubllpJ/KY8umNJKTolj95T7a\ntEmg79UtPW3CwwPp3VturCGRSCSSPw9SgJJIJH94jh07xqxZs1iyZAmqqjJq1CimTZtGmzZtrvTS\nJBLJX5zrmzbhi8PH+C7tNMPbtvzPHX6CpRv242sw8ODgnkxftAYhYMLAriz4aoez0s4V4q2DWgKS\nM8fJ9UTVlNnV0d0VtXawONQpSasjNrmPa3eD07lfudUxB6ATRIcH0Tolhg07TnlDwdGITGqdcXGW\n0tWuuxPeHfW0gpfrUQeoKhj0ToFHUZ2ylbvuTwHCQvxIToikfnQwu/aepaCokpMn82jfJoHGydF8\n9uUe2qTGse/gCc6c/JwmCXn0b19CSnwRsdHlKECpOZSIEANHTkZT4+jCh8sFRWX+VFt86NIxiZn/\nN5K3F24kL99OcoNIQsP82b//PIoQLF+xh1devpUn/rWcqmobhTnlXH/9bBYvupsdu84w/+0NHNh3\nDn+TkcpKKw8+8D6tWyewd9cZ1ny1H1UIXntjLKGhAUyedB1CCApyy1j/7REGDUr1/JjSuEkM//fi\nzaSkRFNV6SwBbdO2wc/4lP0yzp3Ox2q106SF3KhDIpFIJL8/UoCSSCR/WLZu3cqMGTNYvXo1/v7+\nTJw4kcmTJ5OUlHSllyaRSP4mdE9KQCfg+xOnfrUAZXOo6AQ8vehrsDsFlTPZRXXEIbfYohGChMsR\npboyoNzZS+4d6BRqiUue8jbqnNeIVoriFrJcAeGumj4hBIonYdwlKtmhMK+CzQUV3pI/lzClOLxz\ne2xbbjeTK+DJ7bQK9DNSU23DrnrFqZjIIAqKKlAdLkeWoqC6xCf3dYeHBHD9Na0wGPR8tmIP+/dn\nsB/NnKqgtOAARaYCHhpdSP+e6zGIs+j0gsoqE4UlAeSXBLNhZ2P2HIsjN68epRVOMSww0AdzpcUl\nggnSjucAkJNViiLA38/Ik9MG8+DDH5GbWwYKNEiM5IOF9zJ69JvYcGZo3T1+IePH9ybQ10hYSADj\n7ryKpR9tw2ZXiYwMYuPG42RmlgBQUlzJu/M30vealnTomExeThkV5ppaoqKiKHTv3tjz2akXFcyo\nG+fyyvyxtGqT8LM+b6oq2PjdEVq0jic2LuySbabcuxhzRQ1rtj9Zq7xPIpFIJJLfAylASSSSPxSq\nqvLVV18xY8YMtm3bRkREBM888wwPPPAAkZGRV3p5Eonkb4bRYMBXb+BMUcmvHmv2vTdQVF5F/0ff\nBsDPx8jZrGJnGLcQ+Psaqa6xudxBolb4uHYHOLf7SNXsQOfeuc5tXNJ5h3CieoUtbf6ndxc+ZxYT\nqlNQUXSac+75PK+FM1zc4RVMhHsOtc6cKjRNjuLkuXyqzDbXnMLTJi+vAkVxrrd39yZYLXa27T7j\nWisYDTqKC8ws/XQnzRrHEB4agEIVsZFFtGuWRcdWF2iUWIivj53qGiMWi5GysmB2H2rMvmMJHEqL\nwWAMY8xtV3H87AnSTpwnNMQH1BoUwGy20KV9Env2nkN1CBwWOytW7CEqMggFGNC/NQsXbiE3pwyA\n9u0acOFCEW3aJDJx4tUsXrSFivIaHHYVo9EAqmDLxmNMmNCPN+eto1mz+kyefB1Wq52S0krCwwM5\nd6aAb9YepLS0ioT4cO68qxc9ev10jlNQsB+BQb74+hgv26Yuxw9fYMbTX9Cxawovzht9yTZ33NcH\nc0WNFJ8kEolE8j9BhpBLJJI/BFarlY8//phZs2Zx7NgxGjRowJQpU7jrrrsICAi40suTSCR/Y3q9\nuoAqi4090x74VeO8+cVWTmcVMu3WvqRnF9GmUX0em/8VO45mYFQUTAY9VVa7t8wOvHlMHpcRXpHH\nJUAJ1/87xSqviOHs6uqoukr8hFZ00jhucApMOkCnU0htFs++Ixdqh5m7s5guUf7nnEOgE85d6Twy\nlCq8a6/jxHKHi7uvM9jf5UYCfHz11FTbQYCv0UbLxrl0ap1J0wa5xESZ8fOxYDKp1NQYOHU+it2H\nEjif05iklPYcOlzCqfR8hBCEh/lTXFzl3G1Pk1Hl46PHalMZMjiVoqJKftx60iXyOe9jXFwYH3w4\nAYCcnFJmz/maW0d1Zc6steTmlrHkk/v59/+tpEvXRjRrEUdAgInEBpEMHTQbm11l1K3dOLD3HCfT\ncvDzN7Hy26me8johBHt3nyWlcT1mPreSPTvPMPftsYSFBfDxez8y+s6rPI6lHzYeZ+Eb63l21i00\nSI76qY/XRVitdpYu/oHOPRrTvFX8ReerqyycPp5Dq/YNZI6iRCKRSP5rZAi5RCL501BRUcE777zD\nK6+8QmZmJm3atGHJkiXcfPPNGI0//5deiUQi+b1oEBbK3vNZqKqKTqf7zx0uw4a9pziXW8y/7ryW\nbi2T0OkU7FYHigMcQmDyNRAc4EfD2HC2Hc5A0bqJ3FVxdq8DCpwle+7SLSFcIebakG93OZ67pM4l\nRHmEH4FHVHK7plRFsP/weddOdF4XllAFRoMOu11FuMrjhMObz+RZquoVvrTXIITAqFew25znOrZt\nwL5D5wnwN9K+VSLb9pwBITDoHLRKOkenVhdIbXmB+tFl6HUCq81IUXEApzISKSxvzYGjoRw7FUhq\n23jSTxVw/kIxffsm8fnyNB64ry89ezRl6vSl6IARQzuSdaGE/fvPUWO1Y6t2Cn3rvztKZaWFNm0S\nOHTIKbhFRwWTdaGYF/7vS04ez+HGmzrQrk0ibdokMu7OXmRkFCJUwdHDmZw5nc8HSycy8sZXCQgw\nERToi1DgZFoOJ9Oc5Xz+/iYAcrJLeGj8Im4a2ZnRd14FwOg7ryI5JZrGTWJZtXw33605SHJKNMNv\n7QrAmVO5ZGcWU5Bf/osFqJf++TlnTuRy67ieABTll/PKs19y87ietO3UkAWzv+Hr5Xt5dt5ouvRq\n6um3Z+spzqfnMfSOHlKYkkgkEslvihSgJBLJFSEvL4958+bx5ptvUlpaSt++fXnnnXcYMGCA/MIr\nkUj+UNzQshm7M7LYdPos/Zqk/NfjLHp8FOVVFoY/tpi4yBDe/9dobh/QgYjgAL7fcYKyshpSmkXw\n9PgBDHpogTcTSDjFH89Ob+ASh7zijycA3CHcmd3eXfbA6zwSAqE685a05+o+ugdQXOWA7gx0u8WZ\nku4Umbzra5Iczcmz+fj6GqipsqEIeHb6jRw6eoGNW0+AEJSWVONwCI/4lZVVDHaBEQeFeT8w5c5C\n2jbPwM+UhcmoogAlpQHsOdyYbXvrs/9IPL179wBVxw8/nqCouBKUSjauTwMBRh8D776zibAQf/Lz\nysnJLmHRgvE4HCr+/j7cMHg2lmobCEFMbCi5OWVUmi00bRbD1KkDeemFVbTvkMySj7ahKLB5/TFU\nVfD+4s1UVVj5bMl2Zr16O/0HtMbhUImJCSE0PAD/AB9atIrj2OFMmiZE8PCjAwmPCGTThmPMf+U7\nBgxsg6Io2Kx2ykqrKC+r8nwmWrVJ8GQ63TCsIzH1Q+nUtREA5aVVfLlkB917NKFjl1/+uSsvqaK0\npBLVVX55Oi2HPVtPExMfTttODek7sA2lRZU0aRlXq9+b/15N9vlieg9sS0RU0C+eVyKRSCSSyyFL\n8CQSyf+U06dP8/LLL/Pee+9htVoZNmwY06ZNo3Pnzld6aRKJRHJJLDYb7We8QbfkRN4dPexXjWV3\nqIx68n1iIoJ4feoIAB6bt5rN+0/jsAsUIWiVEkNOYTlFpVWeWjdnDpTmO5v7qYorkdyZyeQNJnfl\nMWnK7dy43VLe0j73lnaKU6ByNfLsYud2R2nmdjX3HPQzGbBU2zyldd7JtB3d/QWx9Sro1TmDNs1O\nkRxfTKCfFRA41CCqrE34eHkgp8815dQZg+dyGzeMIutCMTU1NkBB0Sv079+K77877BJZnPdq8qQB\nzJ3zNT4+Rv71zFCaNa/PY9M+4WRarseO5ednol2HJA7sOYvJZODxp4bw2JSl+PgYeGn2bQQH+/H4\n1KU0bFSPm4Z14PFHPkEIQcOUaBZ8cC8AlhobBoMevcH5BuTnljHr+ZUc3JtB156NGXRTe56a8glh\nEYF8uuYRAGw2BwaD7mf90FJeVsVdQ1+jU49GTP+/4f+xfWFeOWdP5tKxZ2NnmLuqsmfrKUqLzFx7\nUweEEBw/dIGGTWLw9TORlVFIcUEFrTsm1xrn1LFs8rJK6Nn/l4fulxaZ2bhqP/2HdyQw2O8X95dI\nJBLJnw9ZgieRSP5w7N27lxkzZrB8+XIMBgNjx45l6tSpNGnS5EovTSKRSH4SH6MRf4ORk3mFv3os\ng17H5/++k1PnC9hx6Bxd2yRxPrcERYXwYH+C/EwcPZ0LQKuUWI6eyqFFSj2aJkax++gFsvPKPFlN\nnjAlB86sJUVBOJzHFQce1xLu8jxcu+rpnEITKugUxR2L5MxFqra7XE3ClTHlFHaEZz6NC8sOMdFB\nmKstmM1WFAHBQb6Uldd4L9hV3tf7qkZEheyhQf09tGySSVhwFYpOYLXpOZ8ZwcEjzdmyI4YLOZHM\nmzOab777EAH06tOERinRLFq8hTMn8zziGEJgUnSsW3PQM9W/Z9yMTtEz9+U1KCpYqm38c/oyUlMT\nKSo0ozfoUG0OUts34OZbu9GpU0PuHvM2OVklPPHIUnSKwGTUk5tVQmVFNePu7MW1g9ricKjO+wvc\nPbEfADU1Nm4eMIsGDaN5ffHdAETHhFBTaQVgx+aTnDyaTcNG0eh1imu3QQWj8eKw7/07z7Dq0508\n9MQNhEUEeo4Hh/jz+YbpVFdZeGn6MnoPbE23Ps0v+9ma/dRy9u9I5+XFd5OTWUz3fi149dkvKcqv\noHu/FgQG+9GibaKn/dMTPyAro4ilmx8nLNI7b+MW9Wncov5l5/kpvvp4O0te+x6DUc8Nt3f/r8aQ\nSCQSyV8XKUBJJJLfDSEE33//PTNmzGD9+vUEBwczbdo0HnroIWJjY6/08iQSieRnEx8cTHph8W82\n3rTZX5JTWM438yfy/nOjcThUfH2MWG12Vm06QnFpJet/SMOAgt3iYOX3R5wdXdlLbjeU0aBgU91O\nJeEto8NjjHKW77mcUooA7NrcJuFxQ9kq7ZhMeqw2Z7q5TnW7oYQn9FwooNN5XU55eRX4mPQMvLol\nGzalYam2ERcTQlZWKfH1BS2bHqVvj2OkJBRiMDizo0rL/Nm8vSnpF7qwfksAwUHBmPR6iksqQbUy\n95VvMBh0OOwqrZvHERjoy9jRPfjggx8BeOSRAcyd8y1Wi52IyECKCs106dKQpk1iGTd6PmZzDUJR\nCA/zx2ZzcHBvBktXPEhRUQWTJ35Aelour7y4mpG3dePC2UJvraIAc0k1s55b6XmfUjskER0TwvBb\nupCTU4rBoGNE/1ncfk9v4hIiqJ8QXut9feWdO7Fa7GzdnEbm2QLWfrHPuQNeUSUZ6fmkdk6+yP30\n/ZoDbNtwnF1bTvDOigepnxjhXI4QVFVayD5fxKZvDmOuqKFbn+YU5ZeTn1NKc42YBHDznVcRlxjB\nySOZLHj5awr+UcrjM26huLCCyooa3v73V9xybx/iXVlSo+/vx5m0HELC/X/WZ3bXxuMU5JQy6LZu\nl20zcGQXjEYDfQan/qwxJRKJRPL3QgpQEonkN8dut/P5558zc+ZM9u/fT2xsLDNnzuS+++4jODj4\nSi9PIpFIfjGD2zTj5XU/su3UObo3Tgyp7b0AACAASURBVPrV4z00ujcZOcWEBPo5nTEGpzPGZDQw\non8q1457DXOVlYaJEYwa3IEZ89dhszmIjwkhM6/cIzIZ9TrCg3wpKavCbledopG7Gk3BWUrnCgLX\nluN5quLswttUBXuN3Tm2JiPKGTTuKgUUMPKmjny6fLer1A+sVgfHjmShUwXRMTV0brOVbvedIj6m\nAoPBgcWq43x2OBZ7XzZvT2HdejPYVQYPaouf/iQh/iZOn3G6y3RCcO5sgcuVJTh4IINtW0/RskV9\ndK7A8wBfE1OmDiQrs4Tbx/Rg4/pjvDprLSOHzEWoztDvqkoLLZvHkX46j4T64az+Yi+RUcEIIbBa\n7JjLa/h0yTZQBc1a1CftWDYKEBjsi1AFwSF+hIUHElXP+TdrzN29uHXgbHZuOI4K7PzxBC/NG01o\nuNc5BGAw6DEY9LRum8jLT60gPimCuYvv4ZnJH3NkbwZz3rublqm1haP7p12PalfZtuF4re0F33/9\nez55ZzMTpl9Pmw4NmDj9egCe/scHpB/PYfHaKcRqBLD23RrRvlsjigrKKcgro9/gdsS4dtNbvWQ7\n33+5j7ikSEbd1xeAfoNT6fcLhKJXn1xOcX45fW5IJSDo0uV1EfWCuWVC3589pkQikUj+XkgBSiKR\n/GZUVVWxePFiZs+ezdmzZ2natCkLFy5k9OjR+Pj4XOnlSSQSyX/NmK7teGXdVhZs3vWbCFB9O/90\n+fFtN3QiLT2XlPhIbDV2HBYHOiA7u4xH77uGBnFhHErL5sNl2ykqNqM6BIpewWRwOpicwpGzeE5o\nHD64RChFr3icP253k7vcTnE5qdwY9AoOl8sqMSGcFk3q46PXY1MdtGkZR4NEI3plOb16HqJeVAV6\nBewOHWmnYzh4sBObt9QnKDiSzMwSkpJMDLi6BZvWH2ftV87yuapKi6tUz/m/Zi3iOHkiB2EXXMgo\nAgFHD2d6nEOL3t3Mo48NJr5+OA/f+x6Bwb44bCqRUUEUFZqxVFkJCfLBarWRm1XK8JFdeOOVb4mI\nDOSLr6ei0yl8vXo/y97fSoOkSNp1TEbYVfoPTqXvta148+W1xCVEcMe9fTz3QFHAYVcx+RiIiAhg\n34+n+fLTnYybePUl37/N3x7Gx2TgtvG9CQr2I+NUHgoQUz/0orYBgb5Mf3HERcdj6ocRER3M/u2n\nObT7LPk5ZeReKCb9aDbNUxOJjLn0DzoRUcHcN21QrWMDbu5EeHQwHXo2vmSfn8OTr99BSWHFZcUn\niUQikUj+E1KAkkgkv5ri4mLeeOMN5s2bR2FhIV27dmXOnDnceOONv2rLcolEIvmjYDQYCPPz5WRe\n0f9kvnHDuzLivgX8uP2064hAr1NIbZVIv+5N8fM1snLtQaxWBwad4iyJc6hYcdqdmjWOIe1knrNk\nzyU66fSKK6xbOMvwBAQEmrBaHNjcdiZNGZ87n7xRUhRlpVUgIOd8Mc8+v5LRo9pz7twH3DjoA2Ji\nSzDowGbVc+ZcPOvXN2Pf/hZUVgqEQwVFwdfPgU6noNMpbNlwHJvNQYuWcRgNOo4dzaJd2wQO7MtA\nAWqqLAib8zpys0sYOrwjxw9ncuJ4NgDF+RVMuf9DYuNCyckqIbFBBAadQkVZFSEhfpSWVFFeVkOn\nzincPq4XTVvUJ6VxPYKC/fDzN1FabObIvgwK8ytI9PfBXFbFqWPZjL6rF0ajno3fHCEw0IfP3v+R\nee/fQ3hUEB+8uQEFga3KSrnOmZvVs2+Ly75/5ooarNU2GjaOAeD+xwZRkFdORPTPdwH/8M1hYuoF\n8+iLN3PmRC6tOyZx4lAmoaEBDBvTA6Ox9tf4f09ags3q4Ok3x1w0lslkoMd/ESqupXm7Br+qv0Qi\nkUgkUoCSSCT/NefPn2fOnDm8++67VFZWMmjQIKZPn07Pnj1/1g4/EolE8meiTVwMW06cpayympCA\n398FMvGOXvzr5dUEB/pw58juvLZwI3aLnblvfc/Z84WkZxSiAA6HioLicTcBGISOeqEB5BWa3cYm\nVIszvVxRFE+GVHWl1RlGDvj5G6mqsjkHUAUmg4569YI5ddLp3jEa9TRrVsGECUfx9XkNk8mBcOjI\nyQ5j3XetSUvrSE62lVat4qkoy/SUCaKqNG9Wnw8/GsLd497BUmNn1G1duee+fgghUB2CC5lFPPf0\ncvQ6HQ89ch3PP/UFRUVmQoP8WfnJLqb8czDt2jcg42wh4eEBrF11AEVRWLh0Ivfc+hZCFThsDqY/\nNYTwyCCWvvcDH7+7mbET+tGidTwtWsUx4db5RNULRlVV9u06y4Cb2nPbuKsIDQ+gd/9WtGnfAEVR\neO+Lh1izfDfLl2xDFYIDu86yetlumrWKI+1wJoEBPkRHB9GwSb3LvnfjH76WsfdfjcEVOt7v+raX\nbeuwO5g5bRnN2iYwdGxPtq47QmmhmeyMQqrMFvwDfWjTyblTXbO2CXyy9QkqSqu4f/Ar9LkhlZGu\nkrpDO89gqbF5As9/LTkZhegNeqJdZXw/hd3mYPKNc4hPiWb662N/9dwSiUQi+WsiBSiJRPKLOXLk\nCDNnzmTp0qUA3HrrrTz66KO0bt36Cq9MIpFIfj+mXteLzWlnmf3NDzw3/Nrffb7eXRtz9609WLfx\nGK+9sxEfXwOHj2biYzCg6BR6dm7I7j3nsNkdHkEJIKZeMHk5pRQVVaK4dq3TGxUcdlAcEBBopLLS\nCkIgbKDoID4+nEn/uJZXXv2GpAaR7Nl9BqvFQXFhBYE+eq7qe5Kbb9kHwulCqqnyYfOmlnz1ZUfK\nywPQ6RSEw0pYmD/Hj2YRExVMcVEF90zsx+J3NrF5/THiYkOYOn0Qa1fvp3v3xthsdh6btJSkhpE8\nOGUgiz6Y4LmG+YvHs/6bI4SE+TN/3jrCwgO5TpNXNObu3vj5mfAP8OHZmSPZtO4o+VmlPD9tGS++\nfgfmkirKS6tZ9Nr3DB7eEQGUFJsx+Ri4+Y7u5JwvoXO3FM6czOHovvOMn9QfgPVfHSClWSx3P3wt\n4x/qj6IoJCZF8di/h/PS9M/wMRkwGHRkZRRht6uYTJd3+RqMevKzSzlzIocufZpdVhSqKKtmy9eH\nyDidx9CxPXnt6S8oK65k2a6n8fEzXdJJXFFWzdkTOcQkhiOEYO5jy+gzuC2jH+xfa57ykkqCwwIu\n6i+EwGFXPQJZXRwOlXv6vohfgC+fHX7xstfoaW93cP5ULkLzOZRIJBKJpC5SgJJIJD8LIQQ//PAD\nM2fOZM2aNQQEBPCPf/yDyZMnk5iY+J8HkEgkkj85yVHhBJpMbD2Z8T+Zz2DQM+6W7qh2laNp2Uy8\nqw8ff7aT9RuPMebW7nTv0oht29MJ8DdRVWlFAP5+RvSKQl5xJQDuqCfVKjyOpMoKC35+RqorbegA\nYReU5lcQGxNCzoUScjNLEUJgUOyMGLWfjl124O9nw6GCjsa8NrsxpSUdaZBcj/qxZdRU5dOtR2NO\npOVQv34oB/dlUFJkJj4hnKjIEGqq7IBg6XvbKC2uokFiJJPue58hwzpw5OB5ysuqeOf1dWz49giv\nL7qbiKggSosrWTD3O9p3aciy1ZNxOBy17k1EZJDnedeeTbHW2Hnhsc/wD/QhKiYEo0mPosA9LmHJ\nYNDz6bdTUXQKp4/nkJtVwpx/raR+XCjpJ3K5YVRnqquszHpiOc3axDP3w/s8Qo7BqKfvdW3w8zVh\nMOpJbBjJK0+sYP+2U3Tp05yNXx3g8J6z/PjdUZ5+7XZadUjyrO2f4xeSda6QR2eMpN+N7S75PodG\nBLJgzWSCQpy70f3rzTGUl1Z5Xl+K+g0iWLrjaQKD/bDbHKxbvofQiEDue+JGT5uNK/cy8+GPGDP1\nelYs2MhtDw9g6PjeADw9dgEHt59iye7nCAq9eB69Xsf1o7vj6//z8ht9/Ex8evjfGAyXFrQkEolE\nIgEpQEkkkv+AqqqsWrWKGTNmsGPHDiIjI3nuued44IEHCA8P/88DSCQSyV+I5vWj2Xc2i0qLhYD/\n0eYKd43u6Xk++f7+7N9/jo+WbmPksE7ERAVRXFwJDqfAVC88CHNFted1dHgQI0Z0ZtG7m6i22klK\njuTcmUIsZqtntztFQFWVFbPZQmpqImfTs+k1YBP9BhzCZHQgVDi4vwFfftoHX0NDzp4rpHXbQJ55\ndhi3DH0Vm9XO9H/egI+PkTE3v46wOVAdKu3aJFJRVolid9CsVRxVlVaaNo+jQXIkAYE+rPx8N0kN\noxg4qC07fjhBUV4Fb7z8NU/PGElUvRCaNI9l3450nn7kY/ZsO834B69h5Niel7xHXXo2YeLU6+jW\nuxn1YkOZ8dZYHA61Vk6S3iWONGkZR1R0EJXmGv45cyR5OWXExofjcKjc9XB/Wl4i6+i9ud+yY0Ma\ns5fcR3paNgd2pBMRHUSXPs15/ZkvnUHqQGVFTa1+bTolk3W2gMh6ITjsDratO0pqt0YEhfpjtdgp\nKSinXnw4CQ2jAdi96Ti7N6Vx9+M3/MfPRWiEdwe+RRsfw2iq/bU+KjaUqNhQgsP8MZdXU1le7e0b\nGUhYZBB6w+UdXPf/38XB6D+Fr5/pF7WXSCQSyd8PxbMzyl+Yjh07ij179lzpZUgkfyosFgsfffQR\ns2bN4sSJEyQnJzN16lTGjRuHv//lf5WVSCSSvzInsgsYPu8jRnRsyTMjfv8yvLqsW3+UF2Z+RUxM\nMB++ey+qENjtDr5cuY/FH/xIrx5N2LT5OCaTAWuNHYB77u7Nu+9sIjjEj6ZNYtm96wwGo46WLeM4\nfTKXSrOFgCA/pk29nl0HX+Gqgd/g62sHFU4fbcY1vZby4+Zs5ry0BoC337+HejEhBAQ4RaS9u85g\nNOiY+uQQ5s1aw5b1zpBxhCAuIYysCyUAvDTvdtp3bui8jjUHmPXcSnxc6wwK9iMw1J/BwzowYnQ3\nAIoKKvjnQx/RrVdTVny4jQE3tuWBx2oLMxXl1agOlZCwAArzynny/vcpzC/HYXPw3tdTCLlE+Rk4\nM4tUITCZfvq32A2rD/DBq98RGRvC0b0ZzFk6gV0bjtO6S0NapDbA19/EqiXbeeu5lfS4thVPvnb7\nRWM47A4Kc8vYs/kEr/9rBX1uSKVt10Yc2HqKzV8d4LXVk2nUMg6AqSNf5+iec7y5dgrJzWJ/7sfi\nP+KwOzwCnEQikUgkvyWKouwVQnT8OW2lA0oikdSivLyct99+m7lz55KdnU1qaipLly5lxIgRGAzy\nPxkSieTvTdP6UYT4+LDp2JkrMn+zprGktk7gnrt6Y3Tl9/iYDIy+tRujb+1GXl4ZA/q3JCWlHsuW\n7SA6Mpi+/ZoTGRHE/Le+Z+/uM7z62h2YjHruv3cxgUG+KAIGDY6lKnAYfW+qQEFw5mQci2b1R6gh\n/Lj2Gw7tP899D11DSZGZTz/YSudujejeuymL3tpAdZUVgH7XtWbX1tPYrHZapSZyfP95cEDLNvH4\n+fkQHOINbu87oDUHdp0jNiGMlUt30qZDA56aeYvn/OG95/j4nc08N/tWAoN9+eTtTWxdn0ZBTjkn\njmSyePVkfP1N3DNkLtWVVr7Y8RQfvbWec6fy0Ol1+PmbfjKI+3LZR+B0/n7y1kYatazPhTP55GWV\n8PBzQ2ncKp55Ty7nh68PEREdTPvujQG44bauNGwaS3JT5453DrsDRaeQe76Ig9tPc/Wwjozv+xKK\nXqFLv+bknC/m/9m776gmz/eP4+8wEvYWZIuguBAX7u3XvbfWOuqqddUJtbWtrR2CUrfWvWetq446\nat24J24UlOFAQWRDkuf3h9ZfXVVbNSrX6xzPCcn9PPk8MecQrtz3de9c9wvt+tSicKAnTi7/vzNe\n8PhOxF6+9cqKT6cPRjGu/wIq1A2g7w/t/tO5stKzib9yC98Az2eOSb+XSXRkLMUrFZLNSIQQQjxB\n/poUQgBw/fp1Jk2axPTp00lJSaFOnTrMnz+f//3vf/IhUggh/iaooCc7zkSRkJyCm73tG31uTw8H\nJoz74In79XqF3FwtPbrNQqvTsXHzcFavOIyRkYqfJ24DoEoNf/oPqk/MlVssWXGILh9Vw9XNjuhb\nMyhZZRZGRgqpaRrmjWlImcCGZKcfR6fLpkKVQpiYGNO4eRn6dZtN3LU7/LnlNL0H1OX7nzry+2/H\nORpxmdzMXFKTM0ClIqCkJ2eOxGBqYkzHLlX5ctBSrCzUfP5jWxJik/i080xada7M/5oEsmjqDo7s\nufTI9RzYeZ7jBy5z6Ww8Vf9XnNFTPsTW3pJF0/5Am6NDQUFRFLwLumBiaoRKpaJ116rYO1nTvFMl\n7J4x8+lF3L6RwqKJW/Hyc+bnjUNo2aUKNvaWJN9OZc/mU9jYW1C7eZmH41UqFSXKFSAqMo4NS/ax\nZ+NJ3H3yYe9kzaEdZ3H1diKoVlEObItEl6Ol/zctObb3Iq161AD9JiaNWMnn07th8mDHub/vOnf5\nTBx7N56g/YB6/2qJ2+dtJ6HN1ZEQc+tfvx5/mTh0MX+uOkj4xmCKV/B76pjpny1l+7IIflg9mDK1\niv/n5xRCCPF+kQKUEHncxYsXGTduHAsWLECr1dK6dWuCg4MpV+6FZlEKIUSe82Wr2uyMjGLUim3M\n7PNyfXJel++/WcPuneeoUNmPu0kZ6PUK3XtUZ+6MnaCASgXW1mbkc7Zh4exdHDl0hbYfVOS28QiK\nFz6EAhzb7cvambXRaRWqVlRjampMIf/8tPugEu0+qETU+et8E9aOxJv32LvzHNVqF8XF1Y47t1LZ\ntu4EVy7dxNHJirSUTBo0L83503F0+KgaAWW8GTiiCWUr+rJt/XGWz97FvZRM7qVk4ORsg4WFGr1O\nj6IoD7/w6Nq/DtXqFce/hAcAQVULAzB6apeH4+JibnPywGX8irqhUqnw9MlH1/7/e+R1ycnOZcH4\nLZSpUohfZu0iqEYRWveo/o+vpbObPV//3BVXTwdUKtXDXeTuN/luikdBZyys/r//l6IoHNgWyZ/r\nj7Fn40kc89ti72RNl6ENKVLai8M7zlC9UQD12wbhF+CBU347/B5c197Np0iITqRZwaGMXz8Y/1KP\n9p9aOWUbu387TvGggpSrVQyAjLQszC01L/TlULcRzcjN1dG2X93njv0niqJw4fBlLK3McPd1eea4\nOu0rk34vk4IBsjmJEEKIJ0kPKCHyqEOHDhEWFsbq1atRq9V89NFHDB06FD+/p3+rKYQQ4v/VHz2b\n5PQMDo0ZaOgoAMyc/ge7/jyHSz4bTp+MZeLP3VAUPYM+XgCAo5MVYRM78c1nK2nSqhwaM1OsA0LR\nqY5ipCj8El6dK6cK0X94QwJKeeHh5YhWq8PIyAgjIxUXz8YzoMssAssVwNTEmF6D61PA937jbEVR\nuHA2gYKF7hcm9Dr9M2frfNZrHicOXUFRFGxszWnQsiwdP67FnZv3GP/lalp1q0LVuiVe6Jp1Oj1L\npv1B8TIFKFul0FPHnD95jcFtp1K8XAHOHImhRJAPY5f0edmX9x/FXLjOJ/XD8AvwoH3f/1GpXgDG\nxvebeycn3uODMl/iVsCJOXu+fOLY1LvprJ+3hxWTtxK+dhCFSj5auLkVn8TJfZeo3aocxibGRJ2O\nZUDdH2neqxZ9Rrd9bja9Xk981E08CuX/T7OZFUWhU7FhaMzUzDv+478+jxBCiPeP9IASQjyVoihs\n2bKF0NBQdu7ciZ2dHSNGjGDgwIG4uDz7G00hhBCP6lKzLKFrd7Ji30naVwk0dBx6f1KH3p/UIS42\niXNn4ilSzI2M9GwK+ecnOuomulwdt26mEHv1Dkvm7CawyV4qBFzAWDHi8C89uHHRiL6Da9GgaSlU\nKhU5WblMH/c7VesUJe1eJiWDfAiqUgh7Bwu2rj9B+aqFHhagVCoVRR400X6eL8I7cHjPBVKS0pk1\nbjMZ6dlYWGq4nJTG2RPX8Nrj/NwCVNKte/w4eCl1mpdmx+qj2NiYP7MA5V/Sk5FTOuPm7cgvM/6k\nUYeKL/fCvgCPgs607VOb0lULU7qq/yOP2eezIXTlABwe9Hk6fyyahOhEarcuD4C1nSWdBjeg0+AG\nTz23s7sDddtVePizpY05Tm72uHo7vVC2VVO2MnfUr4TM7EmtNhWeO/7K6WtMC15CnzEf4BfojU6n\nZ2noOopVLMSi02Ev9JxCCCHEs0gBSog8QKvVsnLlSsLCwjh58iTu7u6Eh4fTq1cvrK2tDR1PCCHe\nOZ2qlWbyxr3M3X7wrShA/cXD0wEPTwcArKzNmDavJyl3M+4vJbM1Z8n6QRw9Ekmu/zx0qPCzHsPW\n6FTu3bnCrPAt7N4SSeiMbsybup1Nvx7hjw0nyMnKBUVh4Mim1GlSCt/C+Wnwtx5Iz3PiwGW+6beI\nIT+0plr9AGrUD6Bp4JdY2ZjTf2QzAALK+TBz/afkf5D9n8TF3CbycDTWtubcjE8m7sqz+xupVCqq\n1CtBxLZI/lx7DBMTY0o82InvebIycwgftJhK9QOo3Sro4f07Vh/G2s6CoNr3exyZmBrT/bHd+f6u\nZKX/n1k8tv8CEqITKVm5ME6udi+U4+9cvZ1YdOz7fxxz93Yqc0atolnPWjjlt8PSSoPG4sX6R509\nGEXkvoucPXAJv0Bvrl+5xeIf1uIb6MW0faNfOq8QQgjxd1KAEuI9lp6ezty5cwkPD+fq1asULVqU\nefPm8cEHH6BWv3wzUyGEEP+vgp8nu89Ec/VmMt4u9s8/wEBs7Swe3s7nbINpwEyyc0y4fVPDhcXG\nnDh4hVoNA4g8dhW1xoTNvx7Bx88FOztzKtUswp+bTqHXK2jM1Wz+9Qg/h25EpYfmnSq90PPnZGvJ\nyswhJ1sLgLGJMS26VMHKxhyVSkXC1Tusmbeb9n1qo1Y/+dH0wqlY1i/YS6/Pm2LnaEXJ8gWZ9tsg\n3As4kZujxcLK7LkZytcuxudTOhNQwfcFXzVIjE9m76aT3EtOf1iAysnKZeyAhZiYGjNlSzDe/m4v\nfD6AT8d9QFzUTRzzv77m9af3XWDbkn2oNaZ4Fc5PekoG1y/ffKFjG35Uk8JlfPANvN+Lyt3Pha+W\nDsDzJa9TCCGEeBrpASXEe+j27dtMnTqVyZMnc+fOHapUqUJISAiNGzfGyMjI0PGEEOK9kJqRRe0v\nZ+Dvlo/FQ5/cme5ttSKqHEbouLdrALWqNWLxjJ207lyZ4qW82Ln5FGNCVuLt58zVqFuE/NiWWo3/\nf4ZXTNRN5vz0Oz2HNsT7wRK8F5GTo2Xq12vwLeZGs85VHnls6ZRtLJq4jb5ft6Dph5WfOHbs0KXs\nWHecTgPr8uHAev/+wv+FqNOxOHs4PGxEDjApeBmbF+2lc3ATPhjc8I3meRE6nZ5DW04SUMUfjbma\nk7vPU7KaP2qNqaGjCSGEeA9JDygh8qiYmBh++ukn5syZQ0ZGBs2aNSM4OJgqVao8/2AhhBAvxdrC\njIIujlyMTyQjOxsLjeb5B70FchQjVBjRo0d3AL4K7/DwsaCqhenQqwalKhTkyoUbVKpV9JFjC/i5\nMHpa16eed9KXq0m8fpdvZnZjzbw97Npwku/n98Ta1oLMtGy2rjqMR8F8TxSgmnethquXE5XrPb33\nU5mqhdmx+gjZaVn/5bL/Fb8Azyfu++S7tlSsF0BglcJvPM+LMDY2olKj0g9/Lve/F2vqLoQQQrxu\nUoAS4j1w6tQpQkNDWbFiBUZGRnTq1Inhw4dTrFgxQ0cTQoj32uhO9ekYtpgvFm5hfK9mho7zQnIV\nExRFIT03CUvTR3suWVqb0W1AXQBKlX/x5WoAJ/ZfIvFGClqtntOHrnApMo7UuxlY21pg62DJtN8G\nY/235YB/f85azUo/5Yz31W5RFi8/Fwr4u75UnudRFIUJgxfh7OlIp6GNATh76DJuBZ2xc3p2f0RT\ntQnlpagjhBBCvDRZiyPEO0pRFHbu3EnDhg0JDAxk/fr1fPrpp1y5coV58+ZJ8UkIId6Awu75cLWz\n5cDZGHQ6vaHjvBATlQe5igkbYke90vNOXvcpi/d8gVptwueTOrNk30jc/rZbm08RV5z+Re8jlUpF\noQBPTJ/SH+q/yM7MZeuyCH5ftBeA6DNxDG08ltCP57zS53lX3Yq9zYiG33Fy1xlDRxFCCPGekAKU\nEO8YnU7H6tWrqVixIrVq1eLYsWN8//33XLt2jfDwcDw8PAwdUQgh8pTPO9QmN1fH6CXbDB3lhdT3\n+J5sxZT47LMkZSW8svNaWplh63C/V5JaY4KDs80rO/frYGahZnbEN0z4PQQAVx9narYKoslH1V/o\neJ1Wx5yvfuHg7ydeZ0yDuXT0Cke2nGTf2kOGjiKEEOI9IU3IhXhHZGVlsWjRIsaNG8fFixfx9fVl\n2LBhdO3aFXNzc0PHE0KIPK3RyFmkpmezc1xfjI3f/u/3Fl4ewI3sC+jQMMR/JRrjV/N7RFEUDm6L\nxC/AEydXu1dyzrdVwpVbdC8Vgm9JL6bu/cbQcV45RVE4d/ASvoHeaMzfjf5mQggh3ryXaUL+9n9C\nEiKPS0lJYcyYMfj4+NC7d2+sra1ZuXIlFy5coE+fPlJ8EkKIt8DwNrXIys7lx2XbDR3lhXQuOAkj\n7MnV6xlzrgspOXdeyXnPHonmm+6zmBi8/JWc723mVtCZ0asG88WCvoaO8lqoVCqKVSwsxSchhBCv\njBSghHhLJSQkEBwcjKenJyNGjKBkyZJs376dw4cP07ZtW4yNjQ0dUQghxAO1SvnhYm/D7wfPo9Xp\nDB3nuVQqFYOKLEJt5ESOPpcfz3/MqbsH//N5fUt40LRbNdr2rfMKUr79guqVxM3XxdAxhBBCiHeC\nFKCEeMtcuHCBnj174uPjQ3h4OI0bN+bYsWNs2bKFOnXqoFKpDB1RCCHEU3zRsQ7ZuTq+mvu7oaO8\nEBMjNSFF5+NlURKdAvOiw5l0cTS5+tx/fU4zczV9v2tLyUqFXmFSIcSzjBo1Cien+83+Y2JiUKlU\nD/8ZGxvj5eVFr169SExMfOS4jSc4gAAAIABJREFUmjVrolKp6Nmz5xPnjI2NxcjICJVKxc6dO9/E\nZQgh8ggpQAnxljhw4AAtW7akaNGiLFmyhJ49e3Lp0iWWLVtG6dLP3p5aCCHE26FSiQJ4Otmx83gU\n6ZnZho7zQlQqFR/7fUtbjwGAKZfSzjL4RC+2XN9MXugT+qJGjRr1yB/2bm5utG7dmsuXLz8ybu3a\ntdSrVw9HR0fUajXu7u60adOG339/N4qS4v0wbtw4IiIi2L17N1999RXr16+nU6dOT4yzsrJi9erV\n5OY+WnRevnw5lpaWbyquECIPkQKUEAakKAobN26kRo0aVKpUiV27djFy5EiuXbvG1KlTKViwoKEj\nCiGEeAmhvRuj6GH41PWGjvJSyjvWILTkXPwsS5Kr1/JL/HIGHh9AxO2DUoh6wNbWloiICCIiIhg3\nbhwnTpygTp06pKenAzB48GBat26Nu7s7s2fPZvv27YwZM4bMzEwaNmz4RLFKiNfF39+fihUrUqVK\nFXr27MnXX3/N9u3bSUtLe2RcjRo10Ol0bNmy5ZH7ly9fTrNmzd5kZCFEHmFi6ABC5EW5ubksX76c\nsLAwIiMj8fT0ZPz48fTs2RMrKytDxxNCCPEvFfJypqhXPo5fjOfqjSS88zsYOtILUxtr+NR/BDey\nrjP10hRiM+OZdnkm82NW0NajBXVcquXpZeAmJiZUrFgRgIoVK+Ll5UW1atXYtGkTarWaCRMmMG/e\nPLp16/bIcZ07d+a3336TTUOEwVhbW6MoCrrH+tOZmZnRvHlzli9fTpMmTQC4dOkSx44dY9SoUSxd\nutQQcYUQ7zGZASXEG5SWlsaECRPw9fWlS5cuACxcuJDLly8zaNAgKT4JIcR7YPyAlpgYGTF80jpD\nR/lX8pu5Mjrge0YV/xZv8wLc06YyO3oxXQ4OYu6VVaTlZhg64luhbNmywP2+OxMmTCAoKOiJ4tNf\nmjZtipub2xtMJ/IyvV6PVqslOzubkydPMnbsWGrVqoWtre0TYzt27Mi6devIzMwEYNmyZVSoUAEf\nH583HVsIkQdIAUqINyAxMZGvvvoKb29vBg8eTIECBdiwYQOnTp2ic+fOmJqaGjqiEEKIV8TW2pz/\nlSvEtVt32RJx3tBx/rUCll58V/JLxgd+TynbQHL0Wn67voPOhz4j+OR4TiZfytPL82JiYgDInz8/\nERER1KtXz7CBhHigefPmmJqaYmZmRqlSpdDpdCxatOipY+vWrYtGo2HDhg0ArFixgg4dOrzJuEKI\nPEQKUEK8RleuXKF///54e3szevRoqlevzv79+9m9ezeNGzfO00sZhBDiffZVjwZYm2kIX7zjnS/S\n5Dd35rNi/VhYYTwdPZthY2zFuXtX+Pz0JNrt/4JJF1dxKzPZ0DHfCK1Wi1ar5eLFi/Tt2xdra2uq\nV69OdnY2np6ej4xVFOXheK1W+86/D8S7Y/z48Rw+fJhDhw6xZs0abGxsaNiw4RM9oOD+0tLWrVuz\nfPlyTp06xfnz52nXrp0BUgsh8gIpQAnxGhw/fpyOHTtSqFAhZs6cSceOHTl37hxr1qyhUqVKho4n\nhBDiNVOpVAxoV53UjGy+n7PV0HFeCY2xmnZeDVhQ8QfGlwomyCGAHL2WDQn76HTgOzru+4F5l7dy\nOyvF0FFfizt37mBqaoqpqSn+/v5cuXKFFStWYGZmBvDEl0rh4eEPx5uamjJ16lRDxBZ5kJ+fH+XK\nlSMoKIgWLVqwfv16zpw5w/z58586vkOHDmzatImZM2dSrVo1WS4qhHhtpAm5EK+Ioijs2LGDsLAw\ntm7dirW1NUOHDmXQoEHyi1wIIfKgZtVLsGzzUbZEnKNXy0q4ONoYOtIr42ftyagSvcnVazlw+ywr\nru3k4r0E5sdsY1HMDlzNnajjUorGbuVwMbczdNxXwtbWlu3bt6NSqcifPz9ubm6oVCq0Wi0ajYa4\nuLhHxnfu3JmaNWsCEBQUZIDEQtyXL18+nJycOHfu3FMfr1GjBvb29kyfPl0KpUKI10oKUEL8Rzqd\njtWrVxMaGsrRo0dxcXHhxx9/pE+fPtjZvR8fuoUQQvw7E4e3os3wuQwKXc2ysG6GjvPKmRqZUM25\nJNWcS5Kty2X3rVP8Fn+I0ymxzLmyndmX/8BRbUfNfMVo6lEWP5v8GKnejQn4Op2Ow5tPEHU8mriL\nCZiYmFCuXLknxpmYmFCpUiW2bt3Kt99++/B+FxcXXFxc3mRkkQf8/X3pV9oHvV7/3GNu3rzJ7du3\nn1gm+hcjIyM+//xztm/fTps2bV51ZCGEeEgKUEL8S1lZWSxYsIBx48YRFRX1cLld586dH07HF0II\nkbc5O1jTpGpx1v95iuWbj9Ch4ZMFjPeFxtiUuq5lqetallydlt23zrIp4Tgnk6+xIvYAy68dxNbE\nkrKOPtRzLUmQkw82puaGjv1UOp2OEfW/49yhKLLTs4kxOU+GkoFOp8PY2PiJ8YMGDaJFixYsWrSI\nzp07GyCxyAsef19qLDUkOcU+Me7ChQs4OTmhKArx8fGMHTsWa2trOnbs+Mxz9+/fn/79+7/O+EII\nIQUoIV5WcnIy06dPZ+LEidy6dYugoCBWrVpFixYtnvqhVAghRN4W/NH/2HfsMrN/3U/TmgFYmmsM\nHem1MzU2oY5rSeq4lkSn6DmbEs/WhFPsvXWJPbcusuPGedRGJniaO1LNxZ/a+Yvia5MPtdHb8dH0\n8OYTnDsURVZaFgDaHC1alZ7Dm09QsUnZJ8Y3b96cQYMG0a1bN/7880+aNm2Kk5MTd+7cYevW+z3A\nrKys3ug1iPfP4+/LrLQsErOT0Gq0j4wbNmzYw9suLi6UK1eOGTNm4O3t/UbzCiHE496O3/JCvAPi\n4uKYMGECM2bMIC0tjQYNGhASEkKNGjVkNzshhBD/6MdPm/LJNysY+N0vzPn+Q0PHeaOMVUYE2HkS\nYOfJ0GJwK+se+29dYkvCGSKTE5h9aS+zL+3HxsScYrZu1MhfiMrOBfGwtMfIQL9fo45Hk52e/eid\nisLlEzFPLUDB/Z3HqlevzrRp0+jRowepqanky5ePSpUqsWnTJho2bPgGkov32dPelwW0Rfj6y6/v\n3y5Q4IV3W9y5c+c/Pl6iRAnZuVEI8cpJAUqI5zh79ixjx45lyZIl6PV62rdvT3BwMIGBgYaOJoQQ\n4h1RzM+NGkGF+DPiAhv+OEWTOiUNHclgnM1saOFVlhZeZdHqdVy8d5M/b1xk9/UojiXFEpEYg5FK\nhZ2pOUVs81PbtTDlnLwpYO3wxjL6lfZBY6l5ONPEV1Wc4lZl8C1V4B+Pa9myJS1btnwDCUVe9Pj7\nEkBjqX7u+1IIId4WqrxQ2S5Xrpxy5MgRQ8cQ75h9+/YRGhrKb7/9hrm5OT179mTIkCEUKFDA0NGE\nEEK8g/R6PS37ziIrK4fV03vniaV4LystN5tzd6+z++ZlDibGEJt2l3s5WegUsDU1p6SDBzXyF6Ra\nfl/cLW0xMXo9Dc3/v9fOJbLTc9BYqilavhA/bhkpy+2Fwcj7UgjxNlKpVEcVRXmhJpdSgBLib/R6\nPRs3biQ0NJR9+/bh4ODAgAED6N+/P05OToaOJ4QQ4h13Nuo6/b5aQQFPR+aFSrPq58nQ5nA66Tp7\nbl5m7/UrXEy5Ta5ewVRlTH5za/xsnCjt6E5ZZ0/KOLm/0oLUX7uNXT4Rg2+pAgQ1LCV/5AuDk/el\nEOJtIwWox0gBSjxPTk4Oy5YtIywsjLNnz+Lt7c3QoUPp3r07lpaWho4nhBDiPTJm+hY27Yykd/sq\nfNiqoqHjvFN0ej3H78Rz4OZVjibGEZOaTGJmBlm6XEwwwt/WmWpuPpR19sDPxhFPaztDRxZCCCHe\na29NAUqlUjUAJgLGwGxFUcY89rgGWAiUBe4A7RVFiVGpVAWAc8CFB0MPKIrS58ExZYH5gDmwCfhU\nec5FSAFKPEtqaiqzZs1i/PjxxMXFUbJkSYKDg2nXrh2mpqaGjieEEOI91a7vLO6mZLBgfFdcnaVI\n8m/l6nXcSE8l4uZVdiVc5uTtG2Tk5gKQqdViZaIm0MmN2h6+BDjmx9PaFjuNuYFTCyGEEO+Pt6IA\npVKpjIGLQF0gDjgMdFQU5ezfxvQFSiqK0kelUnUAWiqK0v5BAWqDoiglnnLeQ8BA4CD3C1CTFEXZ\n/E9ZpAAlHnfz5k0mTZrEtGnTuHv3LjVr1iQkJIT69evLjnZCCCFeu1u379Fp4FzsbCxYOb2X/O55\nhW5lphGdkszRxDj+jLvC2Tu3UBsZY6IyJi03B1cLa6q4eVPZ1QtvG3sK2TtiaiRLmIQQQoh/420p\nQFUCRimKUv/BzyMAFEX58W9jtjwYE6FSqUyAG0A+wJunFKBUKpUr8KeiKEUe/NwRqKkoysf/lEUK\nUOIvly9fZty4ccybN4+cnBxatWpFcHAw5cuXN3Q0IYQQeczKDUeZvmAnNSoWZtTQpoaO897SKwrR\n95K4cjeJAzdi2RMXQ3x6ClamGjJzteTqdBR3cKG6RwF8bB3ws3ekiIOTFAWFEEKIF/AyBSiT15jD\nHYj9289xQIVnjVEURatSqVIAxweP+ahUquPAPWCkoih7HoyPe+yc7k97cpVK1RvoDeDl5fXfrkS8\n844ePUpYWBirVq3CxMSErl27MmzYMAoXLmzoaEIIIfKodk3Ksv/wZXZHXGDnvkLUrFLE0JHeS0Yq\nFb62jvjaOlLXuxBUgNScbK6np3IhKZEd1y5z/NZ11kadIykzk7ScHFwsrCiVLz/Wag3lXT2o5OGF\njVqDpVpt6MsRQggh3lmvswD1X1wHvBRFufOg59NalUpV/GVOoCjKTGAm3J8B9Royirecoihs376d\n0NBQ/vjjD2xsbBg+fDiffvoprq6uho4nhBBCMO7L1rTrNZOxU7cRWMILe1sLQ0fKE6zVGqzVGgrb\nO9HUtyhwvyh1Kz2NvXFXOZQQR4ZWy4GEOH45dwZnCyss1aaoFKjp5UN5dw/szcwp6ZIftexAJoQQ\nQryQ11mAigc8//azx4P7njYm7sESPFvgzoOm4tkAiqIcValUl4HCD8Z7POecIo/TarWsWrWKsLAw\njh8/jqurK2FhYXz88cfY2NgYOp4QQgjxkImJMWO/bkvf4EUMCFnKouk9ZOmXgfxVlPK1d6RrQBkA\n9Ho9x25eJ/ZeCrH3Uth6JYqVZyPZfS2G6LvJmKqMqOHtg7HKiABnF6p7F8DGzAw3a2sDX40QQgjx\n9nmdPaBMuN+EvA73i0SHgQ8URTnztzH9gIC/NSFvpShKO5VKlQ9IUhRFp1KpCgJ7HoxLekoT8smK\nomz6pyzSAypvyMzMZN68eYSHh3PlyhX8/f0ZPnw4H374IRqNxtDxhBBCiGdavvoQsxftoWpFP0aF\nNDd0HPEP0nNySMnK4vydRLZfuUxmrpaopCQu3L6Nu7U1OTo92VotjQsVxsHcHHcbW2r4FMDMxARr\n+TwihBDiPfNW9IB60NOpP7AFMAbmKopyRqVSfQscURRlPTAHWKRSqaKAJKDDg8OrA9+qVKpcQA/0\nURQl6cFjfYH5gDmw+cE/kYclJSUxdepUJk+eTGJiIhUrViQ8PJxmzZphZGRk6HhCCCHEc3VoVZ7j\nJ6+yLyKKtRuO06JJaUNHEs9gqVZjqVbjZmNDbR/fh/dfS7nLzbR04u/dY825s5y/fZu07Gyi7iTh\naWOLgoKRoqJl8WJYmJpS0MGBMu5umBoboTF5W7tiCCGEEK/Oa5sB9TaRGVDvp9jYWH766SdmzZpF\neno6jRo1IiQkhGrVqsnyBSGEEO8cRVHo1GMmyXfTmTa+Cz7eToaOJP4DRVHQKwonb9zgdno6N1LT\n+DXyDBojExLT07l+L42Sri7E3k2hoL09DYsUIlenp5ZfQWzNzLC3MDf0JQghhBDP9TIzoKQAJd45\nkZGRjB07lqVLlwLQsWNHhg8fTkBAgIGTCSGEEP9NUnI6XXvPRm1qzNJ5H6PRmBo6knjFcnU6tHo9\n+2KuodVpOXH9Jjujoilgb8eeK1exMDHFx8Geq0l3aR1YHBMjI3wc7alUwBMjlQpnaytDX4IQQgjx\nkBSgHiMFqHefoijs3buX0NBQNm7ciIWFBb169WLIkCF4eXkZOp4QQgjxyhw6eoWvvl2Dp7s9s6Z1\nN3Qc8Ybk6nTcTs/g3M1b6BWF5cdOoyiQnJ7B+Vu3CfJy50TsdQLd81PQyQEUaF26OLk6PcXzO2Nq\nbIyRkcwAF0II8WZJAeoxUoB6d+n1etavX09YWBgRERE4OTkxcOBA+vbti6Ojo6HjCSGEEK/F/IV7\nWLbyANWq+DNyRDNDxxEGFnn9JioFDlyN5XT8DazNNKw9eY5A9/ycvX4LM2MTyhfwICElla4Vy5CZ\nk0sZLzccrSywNTczdHwhhBDvMSlAPUYKUO+e7OxslixZwtixYzl//jw+Pj4MHTqUjz76CAsLC0PH\nE0IIIV67L75exbGj0XTrXI327SsaOo54y2Tk5JKSmcX1lHvsvhSDk6UFCw4ex8vejjMJN8nV6ijl\n6cqZ+Ft0r1yWy4l3aBxYBEdLC+wtzclvYy0zpoQQQvxnUoB6jBSg3h337t1j5syZjB8/noSEBEqV\nKkVISAht2rTBRHaIEUIIkYcoikLv3nNJuJ7M11+1pHx53+cfJPK8rFwt6dk5HI9NwFKtZmHEMTxs\nbdh5MZpcrQ4XWyvOJyTSqmwJDl6OpUvl0mTnainu7oKnox3W5hos1NJ7TAghxIuRAtRjpAD19rtx\n4wYTJ05k+vTppKSkULt2bUJCQqhbt67saCeEECLPyszMoWuXGeTmapk2/SNcXe0MHUm8w2KT7mJq\nZMRvJ8/jZmvDkgMnsDA1ITE1g7g7KQQV9ODg5Vi6Vy/HgahrdK8RRFZODkXcnHG0ssDOUnbmE0II\n8SgpQD1GClBvr0uXLjFu3DgWLFhAbm4urVu3Jjg4mHLlXuj9K4QQQrz34uOT6N93AWqNMfPmf4yF\nhcbQkcR7RKfXo9MrRMbdwMbcjKURJ/BzdmTFgVPYmmu4fS+DpNQMSvu4cTrmOr3qlOfg5Th61ynP\nzZQ0KhX2QtGDraX0mhJCiLxIClCPkQLU2+fw4cOEhoayevVq1Go13bp1Y9iwYfj5+Rk6mhBCCPHW\nOXL4Ct+OWo2Tkw2z5/XEyMjI0JFEHpCRnUOuTs/xmHgcrCyYu+MI5Qq6M2vHIcoUcGffhRgKONmj\n0yuYq00p7+dBamYOTcsV4U5qJhX9vdDrFSzN1Ia+FCGEEK+JFKAeIwWot4OiKGzZsoXQ0FB27tyJ\nnZ0dffv2ZeDAgbi4uBg6nhBCCPFWW7/2CDOm7cC/SH5+mtTF0HFEHpeamc3t1HRib6eg1elYf/gs\nAd75mb3tMM2CivJLxGk+qFqK5XtOMqxFDdYfOsPwljU4cimOdlVLkpCUSlFPZxRFkXYLQgjxDnuZ\nApR0dRavnVarZeXKlYSFhXHy5Enc3d0ZN24cvXv3xtra2tDxhBBCiHdCsxbluJFwlzW/HmbMt2v5\n7KsWho4k8jBrcw3W5hp8nB0AqB1wfxZ75xplMDEyplqxgng52ZGr0+FgbU5Gdi57IqNZvOsYCUn3\n+O3QOT6sUZpNR84zqHkVdp2OpnfDilyKv02tQF+S0zLJby+fE4UQ4n0iM6DEa5ORkcHcuXMJDw8n\nJiaGokWLEhwczAcffIBaLVOxhRBCiH/j+69Ws3/vRVq0CaJX3zqGjiPEC9Pp9SSnZZKr1XHm2k3U\nJsZsP3EJV3trNh+5QGkfN7Yev0iT8kXZcOgcA5tX5ZddJ/myU102HjxH32aVORGVQM1AX9Kzc7A2\nl35oQghhaDIDShjUnTt3mDJlCpMnT+bOnTtUrlyZiRMn0qRJE+lZIYQQQvxHX3zbimEDFrHu18PY\nO1jSpkNFQ0cS4oUYGxnhZGMJgKuDDQDVSxQE4JPGlUnPyqF7/fLkaHX4ezjjYG2Bi701567d5PfD\n5/FwsmHa+giGta1J+C87+aFHI+ZsPsTwdjU5ejGOmqV8UQF21uY4WFsAyPI+IYR4i0gBSrwyV69e\nJTw8nDlz5pCRkUHTpk0JCQmhSpUqho4mhBBCvFfCJnai70dzWDhrF44OVtSqV8LQkYT4zyzN1A8b\nlhdydwKgdqn7S/vaVg9Eq9dTxNMFXzdHrt5Kxj2fLdk5WlLSs5i3+RA6vZ7l249TupA72bk6crRa\nWlcvya4TUQxtX5Odxy/ToloJEu7cwyOfHUZGUpwSQog3SZbgif/s1KlThIWFsXz5clQqFR9++CHD\nhg2jePHiho4mhBBCvLdyc3T07vwzd++k8sV3bShXUXaSFXlXcmoGNpZmHDoXS34HK/ZHXiVXqyM7\nJ5dthy/SrnYgPy3fxeieDflq1mY+61KHldtPUKusH8521iSnZtC8egAnL8VTvbQvaRnZWFloZAaV\nEEI8h+yC9xgpQL16iqKwe/duQkND2bx5M1ZWVvTu3ZvBgwfj4eFh6HhCCCFEnpCRnk2vTtPJSs/h\n+/EfUKSE/A4W4mm0Oj0x15PwcrHjlx0nqV/Bn9BFf1C9lC/bj1wiKSWdGqX9mLv+AOGDWjBswjpG\n9W7A5n1nKe7rStkinpy9cp329ctw8kI8gf7uqFChUskyPyFE3iYFqMdIAerV0el0rFu3jtDQUA4d\nOkS+fPn49NNP6du3L/b29oaOJ4QQQuQ5SbfT6N91Jrm5OsJndMXLx9nQkYR4p+j1CgoKmdm5XLyW\niL+XM7PWRtC+bmnGzN9Ocd/83Lydyu5jl/miRz2+mLKBMQObMm7hDqqV8aWYjwv7TkQzslc91u+M\npGG1YuTkaFGbmmBjZWboyxNCiNdKClCPkQLUf5ednc3ChQsZN24cFy9exNfXl2HDhtG1a1fMzc0N\nHU8IIYTI024kJDOo+2zQw/h5PXB1dzB0JCHeK1qtjozsXNSmxuw8HEXNcn5MXbmXskU9uRB9k91H\noxjcpRaDxvzKt/0aM3nJLtycbWlaswSzftnPzFEdmPHLfhpXL4aDrSU376RSroQXKamZ2FiZySwq\nIcQ7SwpQj5EC1L+XkpLCzz//zIQJE7hx4wZlypQhJCSE1q1bY2xsbOh4QgghhHggNuY2Q3vOwdjE\niMkLe+PkbGvoSELkKYqiEB1/hwJujuw5GoWttTm5Wh2L1h9iZJ8GdA5eSOfm5Ym8kMCxs7FM/aod\nPb9Yysi+DTh1IZ6MjBwGdKnBknWH6dQ8iHtpWRgbG+HuYodOp8fYWHaTFkK8faQA9RgpQL28hIQE\nJkyYwM8//0xqaip169YlJCSE2rVryzc0QgghxFvq4rl4vui/CLWpCZOXfIyDo7WhIwkhHtDq9JgY\nG3E7OY2klAw88tsx79cDtK5fisXrDpORmUOjGsUY+v1qwr9oxU9zdqBRm9C/cw2Cx6xh8qh27Nh3\nAY3GhA+aB7FxRySNa5cgV6tDp1NwtLc09CUKIfIgKUA9RgpQL+7ChQuMHTuWRYsWodVqadu2LcHB\nwZQpU8bQ0YQQQgjxAs6euMbXg5ZiZmbKlGV9sJU/SoV4p9y9l4GdjQVnL13H2NgIW2szfl6yhwFd\naxH281bMNCY0qFmcEWPW8uNnLZi7fD8ZmTmMGdGSgV+u4PMBDUhNz+LcpRv07VqD3QcuUdzfDQc7\nS1LTsrC1kfYZQohXRwpQj5EC1PMdOHCAsLAw1q5di0ajoXv37gwdOpSCBQsaOpoQQgghXlLk8Ri+\nHbQUM3MNk5Z9jJ29laEjCSFeIUVRuBqfhLe7A8cjY8nO1VLYx4Vvx2+g/0e1+HXjcU6ciWX6jx1p\n1eNnOrYIwsJczYIVEayY1ZtxU7fi7elI+xblWLLqIB+0Ko9Op5Cckk6hgi5odXqMjVSy8kEI8VxS\ngHqMFKCeTlEUNm/eTGhoKLt378be3p5+/foxYMAAnJ1lBx0hhBDiXXb6aAzfDl6CuYWaScs+kSKU\nEHmIoigoChgZqThzMYECHo7cup3Kn3vP06V9ZUaNXU8BTyfKBXoz5KuVjPmyFat/O07kuXh+XfAJ\n7br/TON6JalZxZ8pM//g65BmxCUkk5KSSfUqhYmLT8LJ0RozM1NDX6oQwsCkAPUYKUA9Kjc3l+XL\nlxMWFkZkZCSenp4MGTKEnj17YmUlH06FEEKI98WpI9F8N2QpZuZqJi39BDtH+T0vhHhUaloW1lZm\nxCUkk3gnlcDinkycsZ3qlQujAn4cv5nxP7Rn3OQtJFy/y/zp3WnecQpNGwRSrXIhvgv9jfAf2nM5\nOpHzFxLo93EdDh+NxsXZBi9PR5KS07G3s5DZVEK8p6QA9RgpQN2Xnp7O7Nmz+emnn7h27RrFixcn\nODiYjh07Ymoq314IIYQQ76PTR6MZPWgJZho1E5b1wSGfjaEjCSHeQalpWeTkaHF0sOL37ZEUL+KG\nVqdnys9/MGJYI+Yv3sfxk9dYMrc3TdpMIDDAi64fVKbfoEWMGN4EY2MVC5fuZ+K4Thw5Gk1qahZN\nG5fi3LkEXPLb4mBvSW6uDlNT2WlbiHeJFKAek9cLUImJiUyZMoUpU6aQlJREtWrVCAkJoVGjRvJN\nhBBCCJEHnDtxjVH9FqLWGDNucR9c3OwNHUkI8Z756+9KlUrFlZhE7GwtMDczZemKAzRrUpoLF6+z\nZPkBwse0Z+So1SQnZzBrejeathhP9WpFaN+uPP0GLGTk582wsjJj/vw9jP62NbGxd4iLS6Zu3RIk\nJt7D1NQEOzsLA1+tEOIvUoB6TF4tQEVHRxMeHs7cuXPJzMykefPmhISEUKlSJUNHE0IIIcQbdvF0\nHKM+WYiRiRGhC3rh7u1o6EhCiDwqJ0eLoihoNKYcOxaDu4c9FuYaps/4g04dKxMdncj0n/9g8qTO\nTJy4ldOnrrF6zSA6fzgde3tLwsZ2pMdHs2jRsiz16gcwYfzvfNS9Bg72lkREXKJ27eIA3EvNxF52\nAhXitZIC1GPyWgHqxIlHjgi/AAAgAElEQVQThIWFsXLlSoyMjOjcuTPDhw+nSJEiho4mhBBCCAO6\nduUWn3WdBYqe0bN64FvUzdCRhBDiH2Vm5pCRkYOjoxWHDl3G0kJDkaJufDtqDQ0alcTV1Z6B/Rfy\n+RfNSEpKY8L435k8pSu7dp5j3dqjrPx1IEsX7SM6OpEfQtuz8bdjmJmpqVO3BOfPxuOUzxqnfDbk\n5GgxNTWWFSJCvKSXKUAZve4w4s1QFIUdO3ZQv359SpcuzYYNGxg8eDDR0dHMmTNHik9CCCGEwKug\nM+MW98HYyIiR3Wdz7niMoSMJIcQ/MjdX4/hgA4Xy5X0pXsIDY2MjvhndmkqVClGggBPrfhtMxUp+\n1K0XwPgJH1LYPz+16xSnc9eqWFio0ZiZYqa53/N2/ZpjbFx/HEVRCB66lKmTtpGWmkW7ZhNYtmg/\nd5PTGfTJAiJPxZKRns3yxfu5dy8TnU5P1IUb5IUJHEK8LjID6h2n0+lYs2YNoaGhHDlyBBcXFwYN\nGkSfPn2ws7MzdDwhhBBCvIXu3EphaPtpZGVmMzS0A0E15IsqIUTekJOtRWWkwtTUmNMnr5HP2YZ8\n+WyYNmkrdeqVIJ+zDUP7L6L/4Pqo1SZ8NmQpX33XhqzMHMK+W8+4KZ25czuVqT9tYercHlyPT+a3\n1UcY/mVz7txO5dL561SvXYycHC0Z6dnYyRJA8Z6TGVB5QFZWFjNmzKBIkSK0bduWu3fvMmPGDGJi\nYvjss8+k+CSEEEKIZ3J0tmXK2k+xsjFn7NCl/Ln+mKEjCSHEG6HWmDzcaS8g0Iv8rnYYmxgxYEgD\nipXwIJ+zDQtX9qN8JT9KlS3AvKWfUKlqIcpX8qP/kPoULuKKS35bChdxxcJCTcyVW5w4EkNWZi6r\nlx0kdNRaMjNymDJ2E93aTEGn1bN49i6GfDwPRVGI2HOB5Qv2AXA9PpmL5xIA0On05ObqDPa6CPEm\nyAyod8zdu3eZPn06EydO5ObNmwQFBRESEkKLFi0wNpYtS4UQQgjx4rIycxjSZjKJCXf58NN6NO9W\nzdCRhBDinZWens3N63cp6OfC+TPxnD8bT4u25Vm9/ADHD0fz7bgOfP/5r1w4G8+idZ8S0m8RMVcS\nWbF5CKOGLSc25jZzVvVn2dzdXIu+TcjoVpw6GkPizRTqNAokJTmd9LRs3DwdDH2pQjwkTcgf8z4U\noOLj4xk/fjwzZswgLS2N+vXrExISQs2aNaVRnhBCCCH+Na1WR3CHacRcvE7LbtXoPKShoSMJIcR7\nS6fTo83VoTEzJT42iXspGRQt4cGubWe4EZ9M+25VmTZ2E3FX7/DDlM58MWARV68ksnjjEL4YsIio\n89dZsS2YKaEbOXU0hpkr+7FrSyRHI6IY/HVzEmKTuHLhBtXqFkebqyMlOR1HZxtDX7Z4j71MAcrk\ndYcR/825c+cYO3YsixcvRq/X0759e4KDgwkMDDR0NCGEEEK8B0xMjAn/pT+jes5i7dzdJN9OZeAP\n7QwdSwgh3kvGxkYYG9/vhOPu6YD7g9lMNeoWfzim7/BGD2+PDG1HdrYWgO79/8ftW6kA+BdzR6u9\nv2Tv4tl4Th27iqIorFq4j+0bTlK+WmGWzd7F6kX7WbJ1GCePxDB/8nZ+mt+TtHuZrF60n+6D6mFi\nasyx/VEEVS2EsYkxWZk5mJmr38hrIfIe6QH1ltq/fz/NmzenWLFiLF++nI8//pioqCiWLFkixSch\nhBBCvFIqlYpv5vSmUt3i/Ln2KN/2moNerzd0LCGEyPPMLTQPG5n7+rtSoVphAOo2LcWgL5oB0Gtw\nfeav/xQjIyN6flqPyUs+RmNmSs0GJenSrzZWNuaYm6uxtjXH2NiIi2fi2bruGLdvpnBo9wVGD13G\niUPRXDqbQLtqPxDx5zlS72UyuPMMjh+4jKIorF64lysXbgAQF3OblOR0w7wg4p0mS/DeInq9nk2b\nNhEaGsrevXtxcHBgwIAB9OvXj3z58hk6nhBCCCHygDk/rmfz4n0UKOJG6Ir+GJtIj0khhHjf/DXT\nKSdHy/GIy5Sr4kdGRg7zJ26jXY9qaMzUDOs2ix6D6xNYviAda/1Ik3YV6DWsIW2rfkex0t58M7kz\nn3Wfg9rMlG+ndWHjykNcjbpF38+bkHDtDhcj46jZKBC9Xk/i9RRc3O0NfdniNZAleO+YnJwcli1b\nxtixYzlz5gxeXl5MnDiRHj16YGkp23YKIYQQ4s3pMaIZTi62LP5pMwMajCXs14FY2VoYOpYQQohX\n6K9ldmq1CRVq+ANgbWPOgC+bPRwze/2gh7fnbhyCrd39v02H/dAG5/z3d10vUc4Htfp+WeH8yViu\nRt0EYO3CfWz59QgVahThzw0nmP7DBqauHoBep+ebfov47KcO+Pi7MmvMRuq3CcKvmBuRR2LI52qL\ni7s9uTn3lx2aqqVk8T6R/00DSk1NZdasWYwfP564uDgCAgJYvHgx7dq1w9TU1NDxhBBCCJFHNe9e\nAydXOyZ/toL+DcL4YWlf3HycDR1LCCGEgTjm+/9G5hWqF3l4+8O+tR/eHvp964e3uw2uT+P2FTC3\n1BBU3Z+01CxcPR1IvJGCrYMlZmZq0u5m8Me6Y3j65sO3qCtf9Z5HmSqFGDn5Qz7rOgttro6Jq/qz\ncdkB9m+NZPSc7iReT+GPdcdo07MGpqbGnD9xjUIlPDAxldm67wLpAWUAt27dYuTIkXh5eTF06FD8\n/PzYtGkTJ0+epFOnTlJ8EkIIIYTBVWkYyDfze6HL1TK81QQiD0YZOpIQQoh3hIWlBu9CLgDkc7Wj\nXc8amKpNcPNyZMKKvngXcsHB2Ybl+0fSrFNlVCoVP8zrwcdfNAWgQdsgGrYrD0BGejYZadkoChzd\nc5FlU//gZmwS545fZfgH09m18QTZWbl0qvIdy6b+AcD88M2smL4DgKuXbrJn00ngftubG7FJb/rl\nEA9ID6g36PLly4SHhzNv3jyys7Np2bIlwcHBVKhQwdDRhBBCCCGe6vb1u3zWdiL3ktLo9XUr6rav\nZOhIQggh8ii9Xk9yYhqOLjbk5mjZ+dsJKtcrjpmFhvEjfqFG40CCahThi24zMbPQ8OW0rowdtoyI\nbZH8cvRbdqw7xsQvVjFx9UBuxiUzZuBivprRjXI1ijz/ycVTvUwPKClAvQHHjh0jNDSUVatWYWJi\nQpcuXRg2bBj+/v4GyySEEEII8aKyMrMJaTmBhJhbNO5anW4jmhs6khBCCPFC0lMzuXsnDfcC+Ui6\ndY8/1h6ledeqfPbhz5w7EkPpaoX4YWEfQ8d8Z71MAUqW4L0miqKwbds26tatS9myZfn9998ZPnw4\nMTExzJo1S4pPQgghhHhnmJlrmLA5mOLlfVk/+0/CPplLXvgSUwghxLvP0toc9wL3d5V3cLahbe9a\nqDWmaHNyQdGjy9UaOGHeIQWoV0yr1bJixQrKlStHvXr1OHPmDKGhoVy7do0xY8bg6upq6IhCCCGE\nEC9NpVIxamFfGnWuysGtpxjaZCw52TmGjiWEEEL8KyqdHvR60MsXKm+KFKBekczMTKZNm4a/vz8d\nOnQgPT2d2bNnEx0dTXBwMLa2toaOKIQQQgjxn/Uc1YbuI1sSF3WDvtW/5ZY0cxVCCPEOUhQF9AqK\nXmfoKHmGFKD+o6SkJL777ju8vb3p168f+fLlY/Xq1Zw9e5YePXqg0WgMHVEIIYQQ4pVq/FENvpjT\nm8yMbAY3/IFT+84bOpIQQgjxUlQAspz8jcrTBaj58+ejUqlIS0t7ofE7d+5EpVIRGRlJbGwsQ4YM\nwcvLiy+//JKgoCB27dpFREQELVu2xMjo0Zf2+vXrNGrUCFtbW1QqFTt37nwNVySEEEII8WYEVi3C\n+M0jsLQyZ3Tnafw2a4ehIwkhhBAvTn9/CZ5KluC9MSaGDmBIjRs3JiIiAgsLi5c67vPPP2fz5s0o\nikLHjh0JDg4mICDgH4/5/vvvOXnyJMuWLcPBwYFixYr9l+hCCCGEEAbn7OHAlF1fMbLNeBaMXk3U\nqRgGTfoIlUpl6GhCCCHEP1Ie9IBSpAD1xuTZApROp8PW1paKFSs+d6yiKOzdu5cRI0YAsG3bNvr1\n68fgwYPx9vZ+oec7f/48FSpUoFGjRv+YSafToVarX+wihBBCCCEMTK0xJXT9cCYOnM/edUe4Hp3I\nd78OQa0xNXQ0IYQQ4plUcL/4JMvw3pg8swSvW7dulCtXjrVr11K8eHHMzMwIDQ19Ygnejz/+iJ+f\nH2ZmZri4uFCmTBmCgoKoXr06Z8+eBe4XoCZMmIC3tzfLly9Ho9Ewffr0Zz63SqXijz/+YM2aNahU\nKgoUKPDMTAcPHgTg2rVrdOjQAQcHBywsLKhfvz4XLlx45LxZWVkEBwfj6emJRqMhMDCQTZs2veJX\nTgghhBDin6lUKgZN/oiuI1sRffoafSt/yY2YW4aOJYQQQjyTouhAr0NR9IaOkmfkmQIUQExMDMHB\nwYwYMYLNmzc/MT184cKF/PDDDwwcOJBBgwZhamrK8ePHuXHjBlOmTGHFihUA2NnZATBv3jy6dOnC\njBkz+OSTT575vBEREZQuXZpatWoRERHBmjVrnpnJx8eHpKQkqv5fe/ceb9d4Lnr895AbIiFEkNgi\nktLErU2ouxIhLaIlKtooe/eDqEty7J4iRLF3W6G27VahLWnLIUGaE82hSINqXZIQNIig7JA2FVEh\niWDlOX/MkdW5cpGZrMy1slZ+389nftYY7/uOMZ8586yxVp71jnceeCAzZ85k1KhRjB07loULF3L4\n4YezePHi2mMHDhzI6NGjGT58OPfddx977703AwYMYPr06evybZMkSarIMaf35QdjhrFk0RLOO+I/\neXLiM40dkiRJK5U1wNKEGgtQDWWDugXv3Xff5eGHH2avvfYC4K233qrT//jjj9O1a1dGjhzJnDlz\n2HPPPbnqqqs44YQTaNGiRZ2Fw0eNGsXQoUP51a9+xaBBgz7zeffdd1/atWtHhw4dVrjlb/mYAEaM\nGMHChQuZPn06HTp0AOCAAw6ga9eu3HrrrZx11llMmjSJiRMn8sgjj3DIIYcAcMQRR/DKK6/wwx/+\nkLvvvnut3ydJkqS1tdu+Pbj+sUsZPuAqrj7j5xx9xmGcMmJgY4clSVIdQQ3U1BB4C15D2aBmQHXu\n3LlOoWeZuXPnMnz4cG6//Xb+/Oc/06pVK6699lqmTp3KSSedRIsWdet01113HcOGDWPMmDErFJ8+\n/fTT2kdNTc1axfTwww/Tr18/2rVrV3uuzTffnN69ezN16tTaMdtuuy0HHHBAnefs27dv7RhJkqTG\nsEXH9lz/+OXsfuAuTPjpg/zg+Kup+XT1vxdJktRQcmmSmeRSZ0A1lA2qANWpU6c6+3PnzgWgZ8+e\nXHHFFXz1q19l2LBhtGnThqFDh7Ltttty8cUXr1BIuvfee+nevTt9+/at0/7GG2/QsmXL2sfOO++8\nxjEBzJs3jzFjxtQ5V8uWLZk8eTKzZ8+uHfO3v/1thTGXXnpp7RhJkqTGsvHGG3HJXUP5+jn9mfHk\nK3z3S8N55+35jR2WJEkApcJTTQ1La5wB1VA2qFvwlq35NGXKFK688kruueceAAYPHsyFF15I9+7d\nAbjmmmuYPXs2d9xxBxdddBFdunRhyJAhtee54447OPPMMxkwYAD3338/bdq0AWD77bdnypQpteNa\nt25dcUzlOnTowIABAxgxYsQKfZtvvnntmM6dOzN+/PhKX74kSVKDGzz8OHbduzvXDLmFoQddzNCf\nnsaX+n+hscOSJG3oliYsTTbCGVANZcMoQL30EixcyIIlSzjssMOYPHky7du356ijjmLixIlce+21\ntG3bts4hO+ywAxdccAG33XZb7affLdOlSxcmTZrEQQcdxPHHH8/48eNp2bIlrVq1ok+fPvUOt2/f\nvowdO5ZevXqxySabrHLM1VdfTdu2bdl1113r/ZySJEnV0qffHlz3+H8w4tiRjPz2DRz73SM55dJv\nNHZYkqQNWSaZS0knQDWYDaIANX/RIia8/DLvAYsWL+YnP/kJp512GuPGjWPixIm1484444zahcLb\nt2/P5MmTmTVrFiNHjlzhnN26deOhhx7ikEMOYfDgwdx5551stNG6uaPxvPPO4/bbb+ewww7jnHPO\noXPnzsydO5dHH32UAw88kJNOOol+/fpx5JFH0q9fP84//3x69erFggULmD59Oh999BE//vGP10ks\nkiRJ68JW223JDU/+iCtOvoHxNzzAS0/N4vLx36dV65aNHZokaQOUNUtLj6WuUdhQNogC1OwOnWnT\nvhNt35/L/t/6EU+37cE2M/65BsG3f/EULdtsyl8+6sjrYyfwX9fdCDWfsMvnevDfN9zEnXM7cefN\nT/D3mTMA+N7Y6ZxV04Fj9uzJHfdO4Oj+R9D9oGPpc/KFtbfUnXZQNw7v2YnX3vmQ4eNe4MU5C2i9\nIDjx5icAOOewHgAs/qSmtq3cLffcz5ibfsI5Q4fxj3/8gzbttmLr7nvw2tb7M/7mJ7jkmJ6MGzeO\nIf9+MRdefgWL5s+l1Wbt2KJLD7ofOpDX3vmQnTu25eEX5/KzP7y+wvmvOXEvtt9iE+57bg63P/nm\nCv03De5Nh81acffU2dwz7a0V+kf/6z5s0mpjfv3EG/z2+b+u0D/mjP1Kr+Ox15j00t/r9LVpuTG/\n/Ld9ALhu0iz++Oq8Ov1bbtqKUSf3BmDkAy/zzJvv1enfrn0b/ntQaer+ZffN4MU5C+r0d+u4GT8+\nbg8ALhz3PK+/s7BOf8/t2/GDY3oBMOyuZ/nr+x/V6f/ijltyfv/SrLIhv57Ge4s+rtN/QPetObdv\n6d/vlFuf5qNP6l6w+n5+G04/uLT+18r+bY/eYztO3q8riz+u4dTbnl6hf2DvLpzQZwfmL/yYM2+f\ntkL/4H135Jg9t2fOPxbzv8ZMX6F/+dxb3jmH9eDAHlszY877XH7fiyv0f7//LvTesQPT3pzPlQ/M\nXKH/kmN60mv79jw+ax7X/37WCv0/Om53cw9zz9wz98qZe+YelOXewXvzfrdu/L+35zPv6of4+fCv\nAuaeuffP3Ht/3gLaRzJmeH/A65651wyue2XMvfUn957uswcfdtuZBR03r30vzb21z71KbBAFqE2A\nr+x7Qmnngw9q20899VRO/ObJtd+YO+1/FDvtfxRQ9xvzj8U35ja7fJFvjPpTnXPvtsdefP2aB1cb\nw6H/fuMKbaNHj17lN2bHTttx2223rfIbE0prTH1n6Pks2v241T6/JEnS+qJjl63YslN7unXt0Nih\naD3UetPWtG29cWOHIamZ69JjO2a/PIfOO2/b2KFsMCI3gBse+0TkVICWLeGMM+D66xs7JEmSJEmS\npCYtIqZlZkWLYa+bRYuagpYtoW1b+P73GzsSSZIkSZKkDUpVC1AR0T8iZkbEqxFxwUr6W0fEmKL/\nqYjoWrT3i4hpEfFC8fWwsmMeKc45vXhss9pANt20NPPpuedghx3W4SuUJEmSJEnS6lRtDaiI2Bi4\nEegHvAVMiYgJmVm+4NF3gPcys3tEDAJGAicC84BjMnNOROwG/A7oXHbctzJLd9VV5POf97Y7SZIk\nSZKkRlLNGVD7AK9m5uuZ+TFwF3DscmOOBX5ZbN8D9I2IyMxnM3NO0T4D2CQiWlcxVkmSJEmSJFVJ\nNQtQnYHZZftvUXcWU50xmfkp8D6w1XJjjgeeycwlZW23FbffjYiIWNmTR8TpETE1Iqa+88479Xkd\nkiRJkiRJqof1ehHyiOhF6ba8M8qav5WZuwMHFY+TV3ZsZt6SmX0ys0/Hjh2rH6wkSZIkSZJWqpoF\nqLeB8hW/uxRtKx0TES2A9sC7xX4X4DfAtzPztWUHZObbxdcPgP9D6VY/SZIkSZIkraeqWYCaAvSI\niJ0iohUwCJiw3JgJwCnF9kDg95mZEbEFMBG4IDP/uGxwRLSIiK2L7ZbA0cCfq/gaJEmSJEmSVE9V\nK0AVazqdTekT7F4CxmbmjIi4PCIGFMN+AWwVEa8C5wEXFO1nA92BS4q1nqZHxDZAa+B3EfE8MJ3S\nDKqfVes1SJIkSZIkqf4iMxs7hqrr06dPTp06tbHDkCRJkiRJajYiYlpm9qlk7Hq9CLkkSZIkSZKa\nPgtQkiRJkiRJqioLUJIkSZIkSaoqC1CSJEmSJEmqKgtQkiRJkiRJqioLUJIkSZIkSaoqC1CSJEmS\nJEmqKgtQkiRJkiRJqioLUJIkSZIkSaoqC1CSJEmSJEmqKgtQkiRJkiRJqioLUJIkSZIkSaoqC1CS\nJEmSJEmqKgtQkiRJkiRJqioLUJIkSZIkSaqqyMzGjqHqIuIDYGZjxyFV0dbAvMYOQqoic1zNmfmt\n5s4cV3Nnjqu5+6wc3zEzO1ZykhbrLp712szM7NPYQUjVEhFTzXE1Z+a4mjPzW82dOa7mzhxXc7eu\nctxb8CRJkiRJklRVFqAkSZIkSZJUVRtKAeqWxg5AqjJzXM2dOa7mzPxWc2eOq7kzx9XcrZMc3yAW\nIZckSZIkSVLj2VBmQEmSJEmSJKmRNOkCVET0j4iZEfFqRFywkv7WETGm6H8qIrqW9V1YtM+MiCMb\nMm6pUmub4xHRNSIWR8T04jGqoWOXKlFBjh8cEc9ExKcRMXC5vlMiYlbxOKXhopYqV88crym7jk9o\nuKilylWQ4+dFxIsR8XxETIqIHcv6vI5rvVfPHPc6rvVeBTk+JCJeKPL48YjoWda3RnWVJnsLXkRs\nDLwC9APeAqYAJ2Xmi2VjvgvskZlDImIQ8PXMPLF4w+4E9gG2Bx4GPpeZNQ39OqRVqWeOdwV+m5m7\nNXzkUmUqzPGuQDvge8CEzLynaO8ATAX6AAlMA3pn5nsN+BKkz1SfHC/6PszMtg0Zs7QmKszxQ4Gn\nMnNRRJwJfLn4XcXruNZ79cnxos/ruNZrFeZ4u8xcUGwPAL6bmf3Xpq7SlGdA7QO8mpmvZ+bHwF3A\nscuNORb4ZbF9D9A3IqJovyszl2TmX4BXi/NJ65P65LjUFKw2xzPzjcx8Hli63LFHAg9l5vziPysP\nAf0bImhpDdQnx6WmoJIcn5yZi4rdJ4EuxbbXcTUF9clxqSmoJMcXlO1uRumPBrAWdZWmXIDqDMwu\n23+raFvpmMz8FHgf2KrCY6XGVp8cB9gpIp6NiEcj4qBqByuthfpci72Oqymob562iYipEfFkRHxt\n3YYmrRNrmuPfAe5fy2OlxlCfHAev41r/VZTjEXFWRLwGXAmcuybHlmtRr1Alra/+CvxLZr4bEb2B\n8RHRa7nqtSRp/bZjZr4dEd2A30fEC5n5WmMHJa2NiBhM6Xa7Qxo7FqkaVpHjXsfVLGTmjcCNEfFN\n4GJgrdbta8ozoN4Gdijb71K0rXRMRLQA2gPvVnis1NjWOseLaZDvAmTmNOA14HNVj1haM/W5Fnsd\nV1NQrzzNzLeLr68DjwBfWJfBSetARTkeEYcDFwEDMnPJmhwrNbL65LjXcTUFa3otvgtYNptvja/j\nTbkANQXoERE7RUQrYBCw/CcLTOCflbmBwO+ztOr6BGBQlD5BbCegB/B0A8UtVWqtczwiOhYLylH8\nxaUH8HoDxS1VqpIcX5XfAUdExJYRsSVwRNEmrU/WOseL3G5dbG8NHAC8+NlHSQ1utTkeEV8Abqb0\nH/O/l3V5HVdTsNY57nVcTUQlOd6jbPcoYFaxvcZ1lSZ7C15mfhoRZ1P6QbUxcGtmzoiIy4GpmTkB\n+AXw64h4FZhP6c2kGDeW0gXgU+AsPwFP65v65DhwMHB5RHxCaWHbIZk5v+FfhbRqleR4ROwN/AbY\nEjgmIi7LzF6ZOT8i/oPSD02Ay81xrW/qk+PA54GbI2IppT8YXlH+iTTS+qDC31WuAtoCdxefk/I/\nmTnA67iagvrkOF7H1QRUmONnF7P8PgHeo5gAsTZ1lShNCJIkSZIkSZKqoynfgidJkiRJkqQmwAKU\nJEmSJEmSqsoClCRJkiRJkqrKApQkSZIkSZKqygKUJEmSJEmSqsoClCRJanYi4qKImBERz0fE9Ij4\nUtE+LCI2XYfP80ZEbF2P478cEb9dRfv7EfFsRMyMiMci4uh6PM+QiPj2asZ8LSJ6lu1fXnzssiRJ\nUr21aOwAJEmS1qWI2A84GvhiZi4pCkStiu5hwO3AokaKbePMrKlw+B8y8+jiuL2A8RGxODMnrenz\nZuaoCoZ9Dfgt8GJxzCVr+jySJEmr4gwoSZLU3GwHzMvMJQCZOS8z50TEucD2wOSImAwQETdFxNRi\nttRly05QzGy6LCKeiYgXImLXon2riHiwGP9zIMqOGR8R04q+08vaP4yIqyPiOWC/iOgfES9HxDPA\ncZW8oMycDlwOnF2cs2NE3BsRU4rHARGxURH3FmXPPSsiOkXEpRHxvaLttOKY54pzbBoR+wMDgKuK\nGWM7R8ToiBhYHNO3mI31QkTcGhGtP+t9kiRJWp4FKEmS1Nw8COwQEa9ExE8j4hCAzLwOmAMcmpmH\nFmMvysw+wB7AIRGxR9l55mXmF4GbgO8VbT8AHs/MXsBvgH8pG/9vmdkb6AOcGxFbFe2bAU9l5p7A\nVOBnwDFAb2DbNXhdzwDLCjzXAtdk5t7A8cDPM3Mp8H+BrwMUtx2+mZlzlzvPuMzcu4jnJeA7mfkn\nYALwvzNzr8x8bdngiGgDjAZOzMzdKc2gP3M175MkSVIdFqAkSVKzkpkfUirunA68A4yJiFNXMfwb\nxUykZ4FeQM+yvnHF12lA12L7YEq38JGZE4H3ysafW8xyehLYAehRtNcA9xbbuwJ/ycxZmZnLzlWh\nKNs+HLghIqZTKhy1i4i2wBjgxGLMoGJ/ebtFxB8i4gXgW5Re92fZpYj5lWL/l5Teh2VW9j5JkiTV\n4RpQkiSp2SnWWXoEeKQotJxCaRZPrYjYidKMnb0z872IGA20KRuypPhaw2p+Z4qIL1MqCu2XmYsi\n4pGyc320Bus+fZqx5R4AAAGvSURBVJYvUJqxBKU/Iu6bmR8tF8cTQPeI6EhpTaf/XMl5RgNfy8zn\nisLcl+sZV8XvkyRJ2nA5A0qSJDUrEbFLRPQoa9oLeLPY/gDYvNhuBywE3o+ITsBXKjj9Y8A3i+f5\nCrBl0d4eeK8oPu0K7LuK418GukbEzsX+SRU8J8WtgSOAG4umB4Fzyvr3AihmVf0G+C/gpcx8dyWn\n2xz4a0S0pDQDapny96bczCLm7sX+ycCjlcQtSZK0jH+lkiRJzU1b4PpiMe5PgVcp3Y4HcAvwQETM\nycxDI+JZSkWh2cAfKzj3ZcCdETED+BPwP0X7A8CQiHiJUsHmyZUdnJkfFQuUT4yIRcAfWHnRB+Cg\nIr5Ngb8D55Z9At65wI0R8Tyl3+ceA4YUfWOAKcCpqzjvCOApSrcnPlX2/HcBPysWax+4XMz/Ctwd\nES2Kc1fyqXqSJEm1ovSHMkmSJEmSJKk6vAVPkiRJkiRJVWUBSpIkSZIkSVVlAUqSJEmSJElVZQFK\nkiRJkiRJVWUBSpIkSZIkSVVlAUqSJEmSJElVZQFKkiRJkiRJVWUBSpIkSZIkSVX1/wEt4IG5wUZ5\nUwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115569390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (20,10))\n",
    "plt.scatter(simu_var,simu_rate,s=0.1,c = (pd.Series(simu_rate)-rf)/pd.Series(simu_var))\n",
    "plt.scatter(simu_df.x,simu_df.y,s = 1,c =simu_df.sharpe)\n",
    "plt.scatter(new['std'],new['rate'],c = new['sharpe'],s = 0.5)\n",
    "plt.scatter(0,rf,color = 'r',s = 30)\n",
    "plt.scatter(opt['std'],opt.rate,color = 'red',s = 100,marker = '*')\n",
    "plt.annotate('risk-free',(0,rf),size = 15)\n",
    "plt.annotate('Market Portfolio',(opt['std'],opt['rate']),size = 15,color = 'red')\n",
    "for i in stocks:\n",
    "    plt.scatter(df.ix[i.ticker][1],df.ix[i.ticker][0],s = 25,c = (df.ix[i.ticker][0]-rf)/df.ix[i.ticker][1])\n",
    "    plt.annotate(i.ticker,(df.ix[i.ticker][1],df.ix[i.ticker][0]), size = 15)\n",
    "plt.plot([0,max(std_list)],[rf,max(std_list)*opt['sharpe']+rf],color = 'black')\n",
    "plt.xlim(0)\n",
    "plt.xlabel('Standard Deviation')\n",
    "plt.ylabel('Expected Return')\n",
    "plt.axhline(rf,ls = '--')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
